I challenged the head pro at Carlisle GC to a £1,000 match, with Titleist not only sponsoring the series but also surprising everyone by pledging support to the club’s junior section. Huge thanks to Nicky and the whole Carlisle GC team for hosting such an epic showdown. For all the course details and Finch’s gear (plus a sweet discount), swing by the Carlisle Golf Club website and his Linktree for the full lowdown. Watch on YouTube  ( 6 min )

The CORE workflow is a simple, four-step system Jeff Su taught to over 6,600 Googlers in nine years: Capture everything the moment it pops up Organize with zero friction Review during planned sessions Engage by blocking time to actually get things done Su shows you how to set this up in your favorite apps, makes it automatic in two weeks, and explains why minimal hand-holding plus regular check-ins beats relying on memory or willpower. No more stress over forgotten tasks or overflowing inboxes—just a clear, reliable flow from idea to action. Watch on YouTube  ( 6 min )

‘Halloween II’ Deep Dive with Bill Simmons, Chris Ryan & Van Lathan Bill Simmons, Chris Ryan, and Van Lathan rewatch the 1981 sequel to Halloween and proceed to freak out over Michael Myers’ return—debating whether he’s the GOAT horror villain, naming their single most rewatchable scene, and dishing out custom categories to honor (or roast) the movie’s scariest moments. Along the way, they hook you with a cold open and the full timestamped breakdown: 00:00 Cold Open, 1:41 Is Michael Myers the GOAT?, 33:13 Most Rewatchable Scene, 55:51 The Categories. Producers Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo keep the convo rolling, while promos pop up for Mountain of Movies® (Paramount+), A House of Dynamite (Netflix Oct 24), and a cheeky State Farm plug. Don’t forget to subscribe to The Ringer-Verse and Bill Simmons channels for more pop-culture madness! Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less reunites CinemaSins with Tim Burton’s electric pooch for a snarky rundown of every misstep and moment of pure whimsy. Even with Guillermo del Toro giving Franky-boy a second run in theaters, the team can’t resist piling on sins while still celebrating why the movie rocks. Want more CinemaSins goodness? Cruise over to cinemasins.com, subscribe to their YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), share your thoughts in their poll, or show some love on Patreon. You can also geek out on Discord and Reddit, or follow the writers and crew across Twitter, Instagram, and TikTok. Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage The Weekly Planet crew is kicking off a four-week deep dive into the Predator franchise with a raucous review of the 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate ’80s action–sci-fi mash-up—perfect direction, writing, cast, creature design, muscles, mud, invisibility and explosions all rolled into one. For bonus podcasts, early videos and extended audio editions, head over to bigsandwich.co. You can also catch James and Maso on Twitter, subscribe on YouTube or iTunes, support them on Patreon, and even grab some merch to show off your fandom. Watch on YouTube  ( 6 min )

This article provides a comprehensive breakdown of the Kalman Filter algorithm, covering everything from its core concepts to practical applications, and serves as a complete reference for both engineering development and theoretical learning. It first clarifies the recursive nature of the Kalman Filter—centered on the “fusion of prediction and observation”—then analyzes its key advantages in detail, such as efficient real-time processing, optimal estimation under Gaussian assumptions, and multi-source information fusion. At the same time, it highlights limitations including dependence on linearity and Gaussianity, sensitivity to model parameters, and increased computational complexity in high-dimensional spaces. This helps readers accurately assess the scenarios where the algorithm is bes…  ( 11 min )

Next.js in 2025: Why It's the Best React Framework If you're still using Create React App in 2025, you're missing out. Next.js has become the industry standard for building modern React applications. Here's why. Next.js is a React framework by Vercel that provides SSR, SSG, API routes, file-based routing, and automatic optimizations—all out of the box. Simple: React with superpowers. // React - Complex setup with React Router } /> } /> // Next.js - Just create files app/ page.js → / blog/[slug]/page.js → /blog/:slug // Fetch data directly in components - on the server! async function UserProfile({ userId }) { const user = aw…  ( 18 min )

My Hacktoberfest 2025 Chronicles: From First PR to Forest When October started, I made a simple promise to myself: I would not just scroll through Hacktoberfest posts this year, I would actively participate. I had participated before, but 2025 felt different. The community was vibrant, issues were abundant, and I wanted to make meaningful contributions. Looking back now, I am proud to say I completed 18 merged pull requests across three repositories, collected several Holopin badges, and earned a place among the top 10,000 contributors, which came with the official Hacktoberfest T-shirt and a tree planted in my name. My journey began with curiosity and a hint of nervous excitement. I started small by fixing a minor documentation issue in a repository I liked. When my first pull request w…  ( 7 min )

In programming, writing code is not just about syntax — it’s about logic building, problem-solving, and structured thinking. 1. Logic Building Starts with Practice Coding is like learning a new language — you don’t become fluent just by reading grammar rules. When you solve daily exercises, your brain starts to: Recognize common programming patterns Understand how data flows through variables and conditions Think in steps rather than statements This habit gradually develops your logical problem-solving mindset. 2. Daily Practice Builds Consistency Most beginners give up because they learn inconsistently. Try to follow this simple routine: Pick 3–5 problems daily Start with easy, pattern-based logic questions Gradually move toward algorithmic or real-world problems This helps your mind stay…  ( 7 min )

Part 2 of “System Design Explained Like a Human.” Systems continue running even if parts fail. Tools: Kubernetes health-checks, AWS ALB, Failover Groups. Keep live copies in different regions. Services communicate via events instead of blocking calls. Banking → CP Social media → AP Queues smooth traffic spikes — like taking a token at the bank. Protect services from overload and cascading failures. Auth every request via JWT / OAuth. Scale up during peak, scale down after. Set SLO-based alerts on latency, error rate, and throughput. Inject controlled failures to test resilience. Shard by user ID / region / hash key to avoid hotspots. Serve users from the nearest location. Kubernetes restarts failed pods automatically. Health check fails → Pod restarted LB reroutes traffic Auto-scaling adds instances From caching and queues to chaos and recovery, this two-part journey showed how modern apps scale and survive. Great architecture isn’t about preventing failure — If you liked this series, ❤️ it on DEV.to and share with your team. Let’s keep building systems that don’t just scale — they endure.  ( 7 min )

“The algorithm doesn’t hate you. It just doesn’t see you.” That line struck me during a late-night scroll through a developer forum. A user had shared her experience with an AI-powered hiring system that filtered out her résumé—not because she wasn’t qualified, but because the model learned bias from historical data. As web developers, we love what AI can do. It automates tedious tasks, enhances personalization, and boosts productivity. But behind the convenience lies a deeper question: 👉 Are we building systems that help humanity—or quietly harm it? In this article, we’ll explore how developers can use AI ethically, ensuring fairness, transparency, and accountability—without slowing innovation. ⚙️ The Rise of AI in Web Development Artificial Intelligence is no longer a futuristic buzzwo…  ( 8 min )

Real-world system design explained like a human, not a whiteboard diagram. Every massive online platform — Flipkart, Netflix, Swiggy — runs on systems that handle millions of requests per second without collapsing. This series breaks down 26 essential system-design concepts in simple, relatable terms. Systems must scale vertically (bigger servers) or horizontally (more servers). Distribute incoming traffic smartly to avoid overloading one server. Caching reduces load and latency by serving repeated data fast. In-memory: Redis, Memcached CDN: Cloudflare, Akamai Analogy: Like remembering answers from yesterday’s test. Choose between: SQL for transactions NoSQL for scalability Hybrid for flexibility Example: Flipkart mixes MySQL + Elasticsearch. Use indexes to find rows faster, just like an index in a book. Split big databases into smaller chunks for performance. Keep multiple live copies of data. If one fails, another takes over. Types: Write-through Write-around Write-back Use wisely depending on data criticality. CAP Theorem trade-off: Choose any 2 — Consistency, Availability, Partition Tolerance. Example: Banking → Consistency; Social apps → Availability. Bring content closer to users for faster response. Every request flows through an API gateway for routing, throttling, and auth. Tools: Kong, AWS API Gateway, Nginx. Don’t block users! Use queues like Kafka or RabbitMQ for background jobs. Metrics, logs, and traces form the “nervous system” of your app. We covered how systems scale and observe themselves. → Resilience, Fault Tolerance & Real-World Recovery Patterns  ( 7 min )

Mastering Copy and Clone traits in Rust Introduction In Rust, the Copy and Clone traits are fundamental to managing value duplication. While they may seem similar, they represent two distinct concepts that are central to Rust's ownership model. #[derive(Copy, Clone)] is a common sight in Rust code, but understanding why both are needed and what they do is crucial for writing efficient and correct programs. This document provides a comprehensive guide to Copy, Clone, and the #[derive] macro that enables them. By default, Rust uses move semantics. When you assign a value from one variable to another, ownership is transferred. The original variable becomes invalid and can no longer be used. let s1 = String::from("hello"); let s2 = s1; // `s1` is moved to `s2` // println!("{}", s…  ( 9 min )

Mastering Copy and Clone traits in Rust Introduction In Rust, the Copy and Clone traits are fundamental to managing value duplication. While they may seem similar, they represent two distinct concepts that are central to Rust's ownership model. #[derive(Copy, Clone)] is a common sight in Rust code, but understanding why both are needed and what they do is crucial for writing efficient and correct programs. This document provides a comprehensive guide to Copy, Clone, and the #[derive] macro that enables them. By default, Rust uses move semantics. When you assign a value from one variable to another, ownership is transferred. The original variable becomes invalid and can no longer be used. let s1 = String::from("hello"); let s2 = s1; // `s1` is moved to `s2` // println!("{}", s…  ( 9 min )

A Complete Guide to Rust Variables, Ownership, Lifetimes, and Memory Management Index Foundation: Mental Model Aliasing XOR mutability principle Prerequisites and goals Variables in Rust Immutability by default Mutable variables Variable shadowing Scope and dropping Constants Declaring constants Naming conventions When to use constants Constants vs variables Ownership Fundamentals The three ownership rules Memory and allocation Move semantics Clone and Copy traits Stack-only data and Copy Borrowing and References Shared references (&T) Mutable references (&mut T) The borrowing rules Dangling references prevention Non-Lexical Lifetimes (NLL) What NLL solves How NLL works Examples with NLL Advanced Borrowing Patterns Two-phase borrows Reborrowing Partial moves In…  ( 31 min )

Rust vs. Go: Type-Safe State Machines Explained Through Star Wars A long time ago in a codebase far, far away... where the Type System brought balance to the Force Episode IV: A NEW HOPE FOR TYPE SAFETY In the galaxy of software development, two languages battle for dominance. Rust, with its powerful type system, enforces state transitions at compile-time, making invalid states as impossible as a Stormtrooper hitting their target. Go, meanwhile, relies on runtime checks and developer discipline—much like trusting that someone won't accidentally fire the Death Star laser at Alderaan when it's only at 50% charge. This is the story of how Rust makes Order 66 impossible to execute without proper authorization, while Go... well, let's just say even Jar Jar Binks could accidentally trigger a g…  ( 18 min )

Linked Lists in Rust 1.90.0: A Comprehensive Technical Guide Introduction Linked lists represent one of the most challenging data structures to implement correctly in Rust due to the language's strict ownership and borrowing rules. This document provides a complete technical reference for understanding and implementing various types of linked lists in safe Rust, with unsafe alternatives presented only at the end. Rust's core ownership rule states that each value can have only one owner at a time. However, linked list structures inherently require multiple references to the same Doubly-linked lists: Each node has two owners (previous and next nodes) Circular lists: The tail node references the head, creating shared ownership Lists with cycles: Multiple nodes may reference the …  ( 16 min )

Language models are powerful, but their responses are limited to the information within their context window. Once that limit is reached, they often start guessing. Retrieval-Augmented Generation (RAG) helps overcome this by allowing the model to fetch relevant information from an external knowledge base before generating a response. VideoSDK, ChromaDB, and OpenAI. This demo shows how you can combine real-time audio input, intelligent data retrieval, and natural voice responses to create a more reliable and context-aware conversational agent. The architecture below shows how VideoSDK brings together real-time voice communication and Retrieval-Augmented Generation (RAG) to create a smarter, context-aware AI assistant. Speech to Text (STT) : The user’s audio is first converted into text usin…  ( 9 min )

A healthy gut is the foundation of overall well-being, influencing everything from digestion and immunity to mental health and energy levels. Gut health refers to the balance of microorganisms living in your digestive tract — collectively known as the gut microbiome. When your gut is healthy, your body efficiently absorbs nutrients, fights infections, and even produces hormones that affect mood and metabolism. Unfortunately, poor dietary habits, stress, and lack of sleep can disrupt this delicate balance. In this article, you’ll discover how to improve gut health naturally through nutrient-rich foods, smart lifestyle choices, and sustainable daily habits that support your digestive system. Understanding Gut Health and Why It Matters Your gut is home to trillions of bacteria, fungi, and o…  ( 9 min )

Mastering Rust Ownership: Advanced Patterns, Performance, and Real-World Applications A comprehensive deep-dive into Rust's ownership model for developers ready to move beyond the fundamentals. Prerequisites: This guide builds on the foundational concepts covered in Mastering Variables, Constants and Lifetimes in Rust. You should be comfortable with basic ownership rules, borrowing, move vs. copy semantics, and lifetime annotations before proceeding. Part I: Deep Ownership Mechanics Drop Semantics and RAII Patterns Memory Layout Internals Ownership Transfer Patterns Zero-Sized Types and Phantom Data Part II: Advanced Move Semantics Partial Moves Mastery Move and Panic Interactions Closure Ownership (FnOnce/Fn/FnMut) Iterator Ownership Patterns Part III: Advanced Borrowing Splitting Borro…  ( 37 min )

In the ever-evolving world of technology, one of the most revolutionary advancements has been the integration of artificial intelligence (AI) into software development. Among the many AI techniques that are transforming the landscape, neural networks stand out as a particularly fascinating and powerful tool. But what exactly are neural networks, and how are they changing the way we write and optimize code? In this blog post, we'll embark on a journey to explore the role of neural networks in coding, understand their underlying mechanics, and see how they’re reshaping the development process. Before diving into how neural networks are changing coding, it’s important to understand what they are. Neural networks are a subset of machine learning, modeled loosely after the human brain’s neural …  ( 9 min )

Taking on a new challenge: solving GeeksforGeeks POTD daily and sharing my solutions! 💻🔥 Problem: https://www.geeksforgeeks.org/problems/course-schedule/1 Course Schedule II Difficulty: Medium Accuracy: 51.77% You are given n courses, labeled from 0 to n - 1 and a 2d array prerequisites[][] where prerequisites[i] = [x, y] indicates that we need to take course y first if we want to take course x. Examples: Constraints: Solution: class Solution: def findOrder(self, n, prerequisites): adj = [[] for _ in range(n)] indegree = [0] * n for a, b in prerequisites: adj[b].append(a) indegree[a] += 1 q = [] for i in range(n): if indegree[i] == 0: q.append(i) res = [] while q: node = q.pop(0) res.append(node) for nei in adj[node]: indegree[nei] -= 1 if indegree[nei] == 0: q.append(nei) return res if len(res) == n else []  ( 7 min )

As our product grew, the dashboard started feeling slower than expected, which impacted how quickly users could access key information and complete tasks. Longer load times risked frustrating users and reducing engagement. Looking into performance, I found the initial JavaScript bundle was 1.72 MB, which contributed to slower loading, especially on slower networks. Understanding the Problem Even with React optimizations like React.memo and useCallback, first load performance can be overlooked. A large initial bundle affects user experience regardless of rendering optimizations. Step 1: Optimize Imports Many components were loaded upfront, even if they weren’t immediately visible. Every large component added to the main bundle, increasing download size. Step 2: Lazy Loading The solution? React.lazy + Suspense. Lazy loading splits the code into chunks and loads components only when needed. Instead of importing components directly: import { FrameworkProgress } from "@/components/dashboardWidget/FrameworkProgress"; You can use: const FrameworkProgress = React.lazy(() => import("@/components/dashboardWidget/FrameworkProgress") ); Key points: React.lazy() loads components only when rendered. Suspense shows a fallback UI while loading. This reduces the initial bundle size and improves first load performance. The Result After applying lazy loading and optimizing imports: Before: 1.72 MB The dashboard now feels much faster, even on slower networks. Lessons Learned First load size matters. Optimizations like memoization are useful, but bundle size impacts user experience directly. Lazy loading is simple but effective. React.lazy() + Suspense can dramatically improve performance. Conclusion Optimizing dashboard performance isn’t just about micro-optimizations inside React. Structuring code smartly and using lazy loading can significantly reduce bundle size and improve user experience.  ( 6 min )

TL;DR AI agents in 2025 are production systems, not UI demos. A reliable agent stack has 7 layers: Generative Model Knowledge Base + RAG Orchestration / State Management Prompt Engineering Tool Calling & Integrations Evaluation & Observability Enterprise Interoperability ✅ Use a multi-provider AI gateway with failover & metrics ✅ Version prompts, trace agents, and run scenario-based evals ✅ Treat RAG, tools, and orchestration as traceable, testable subsystems ✅ Platforms like Maxim AI provide end-to-end simulation, evals, logs, SDKs, and tracing An AI agent is more than a single LLM call. A real agent can plan, act, iterate, call tools, use memory, retrieve knowledge, and handle errors — while meeting enterprise requirements around cost, latency, security, and quality. To…  ( 8 min )

Learn how Tetrix connects code, infrastructure, and operations to your AI, enabling it to reason across your full software system. https://deskree.com/how-it-works  ( 5 min )

Summary Neil and TC head to Upstate New York for their travel series and end up in a deep-dive conversation with Alex Holderness and John Bourne, the founders of casual-golf apparel brand Holderness & Bourne. They unpack their personal backstories, the ups and downs of launching a side hustle, and how their apparel journey mirrors NLU’s own startup grind. What started as a few clips for a video project turned into a full-length interview release—packed with behind-the-scenes tales, startup wisdom, and the real talk on building an apparel business from scratch. Watch on YouTube  ( 6 min )

Looking for a simple way to download YouTube videos? Y2Meta makes it easy. These free online tools let you download your favorite videos and music in MP4, MP3, and 4K quality, all accessible on any device without installation. Y2Meta lol stands out as one of the fastest and most reliable YouTube downloaders available online. It allows users to convert and download YouTube videos in MP4, MP3, WEBM, WMV, 3GP, M4V, and even 4K formats directly through the browser, with no registration required. Super easy to use with just a few simple steps. Supports multiple formats, including MP4, MP3, and 4K video. 100% web-based, no software installation needed. Offers fast performance and unlimited free downloads. Some versions of the site may display ads or pop-ups, depending on the domain. A long-stand…  ( 7 min )

Hi everyone! Hope you’re all doing great. It’s been quite a while since my last post (on other platforms too 😅), and I’m excited to finally share something new with you all. Lately, I’ve been diving into building my own Micro SaaS, a small but meaningful product that could (hopefully) bring value and maybe even generate some income over time. But as I started planning things out, one big question hit me: “How can I make sure my app stays reliable, even under heavy traffic, yet remains cost-effective from the start?” After some exploration, the answer became clear: Serverless. As a solo developer, I’d rather spend my time building cool features than maintaining tedious infrastructure or managing servers. With serverless, I don’t have to worry about uptime, scaling, or resource limits (the …  ( 7 min )

The CORE Productivity System Jeff Su’s CORE workflow—Capture, Organize, Review, Engage—breaks down every bit of workplace info into four simple steps. Snap up anything that lands in your inbox, stash it in whatever tool you love, run quick review sessions on a schedule, then block out time to get things done without relying on memory or pure willpower. Taught to over 6,600 Googlers in nine years, CORE kicks in within two weeks wherever you work—Notion, email, paper, you name it. No more chaos, no more sticky notes, just a painless system that turns productivity into autopilot. Watch on YouTube  ( 6 min )

Buying a global SSL certificate wasn’t just another DevOps task — it was a real learning curve. From comparing CAs to configuring certificates across multiple servers and APIs, I discovered how small setup choices can make or break security and performance. In this story, I’ll share the real-world lessons — what worked, what didn’t, and how the right SSL setup can protect not only your code but also your users’ trust and business credibility. https://medium.com/@hasanmcse/buying-a-global-ssl-certificate-my-real-world-experience-in-securing-web-apps-and-apis-2807207cf5fe  ( 6 min )

When AI Remembers You: The Hidden Bias in Personalized Chatbots Imagine a friendly robot that knows you’re a single mom juggling two jobs. Scientists have discovered that AI assistants that store personal details can indeed change the way they read emotions. personalization trap warns us that the very feature meant to make AI feel more caring could also deepen inequality. Think about that next time you chat with a bot. Read article comprehensive review in Paperium.net: The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )

CinemaSins serves up a tongue‐in‐cheek 14-minute “Everything Wrong With Frankenweenie” video, poking fun at Tim Burton’s stop-motion classic now back in theaters thanks to GDT. Expect their trademark sin counter, snarky commentary and a few laughs at poor Franky-boy’s expense. They’ve also packed the description with links to their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a sinful poll, Patreon support, Discord, Reddit, Instagram and TikTok. Shout-outs go to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel for fueling the fun. Watch on YouTube  ( 6 min )

CinemaSins takes a no-holds-barred look at Nicolas Cage’s “Longlegs,” rattling off every outrageous moment in under 24 minutes and even hyping Osgood Perkins’s upcoming thriller, Keeper. They pepper the video description with all the community essentials—linktr.ee for the latest updates, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social hubs (Discord, Reddit, Instagram, TikTok), a sinful poll, Patreon support, and even Jeremy’s book—so you’re never far from your next dose of cinematic nitpicking. Watch on YouTube  ( 6 min )

Predator 2 – Caravan of Garbage Predator 2 swaps Schwarzenegger’s jungle for Danny Glover’s LA detective work in a heat-soaked, crime-wave cityscape. The sequel packs in a meaner Predator, a surprise Gary Busey cameo and plenty of ’90s grit to keep things fresh. If you’re up for a wild urban spin instead of a replay of the original, this fun, messy ride delivers. Watch on YouTube  ( 6 min )

Nullish Coalescing Operator (??) হলো JavaScript-এর একটি আধুনিক লজিক্যাল অপারেটর, যা কোনো ভ্যারিয়েবলের মান null বা undefined হলে একটি default (বিকল্প) মান ব্যবহার করতে সাহায্য করে। syntax let result = value1 ?? value2; ব্যাখ্যা: যদি value1 null বা undefined না হয়, তাহলে value1 রিটার্ন করবে। যদি value1 null বা undefined হয়, তাহলে value2 রিটার্ন করবে। let name = null; let finalName = name ?? "Guest"; console.log(finalName); // Output: "Guest" এখানে name এর মান null, তাই ?? অপারেটর "Guest" রিটার্ন করেছে। let name = "Tanvir"; let finalName = name ?? "Guest"; console.log(finalName); // Output: "Tanvir" যেহেতু name-এর মান আছে, তাই fallback "Guest" ব্যবহৃত হয়নি। Undefined এর ক্ষেত্রে let age; let defaultAge = 18; let finalAge = age ?? defaultAge; console.log(finalAge); // Output: 18 age undefined, তাই defaultAge (১৮) রিটার্ন হয়েছে।  ( 6 min )

React frameworks are evolving — and Next.js and Remix are leading the pack. Next.js 15: Turbopack, Server Actions, AI SDK integration. Remix 3: Native SSR, portability, edge-first focus. Verdict: Next.js dominates enterprise scale, Remix thrives in flexibility and simplicity. 👉 Full analysis → ganeshtidake.site/blog/nextjs-vs-remix-2025  ( 6 min )

Need image uploads for your app, but don’t want to deal with S3 buckets or CORS headaches? 🧠 Step 1: Get Your API Key Sign up and grab your API key from ImageUpload.app. 💻 Step 2: Frontend Integration const uploader = new ImageUploadApp('YOUR_API_KEY'); uploader.upload(fileInput.files[0]) .then(res => console.log('Image URL:', res.url)) .catch(err => console.error(err)); ⚙️ Step 3: Backend Example (Node.js + Express) import express from 'express'; import multer from 'multer'; import fetch from 'node-fetch'; import fs from 'fs'; const upload = multer({ dest: 'uploads/' }); const app = express(); app.post('/upload', upload.single('image'), async (req, res) => { const form = new FormData(); form.append('images', fs.createReadStream(req.file.path)); const response = await fetch('https://imageupload.app/api/1/upload', { method: 'POST', headers: { Authorization: `Bearer ${process.env.IMAGEUPLOAD_KEY}` }, body: form }); const data = await response.json(); res.json({ url: data.data.url }); }); 🧩 Features 5 images per request (4 MB each) HTTPS + API key security CDN-ready public URLs Works from both frontend or backend JSON response for easy parsing 🪄 Bonus Ideas Add a progress bar for multiple uploads. Combine with your CMS or user profile pages. Optimize with lazy-loading and WebP conversion. 🔗 Learn More Docs → https://imageupload.app/en/api-docs javascript #nodejs #react #api #imagehosting #webdev  ( 6 min )

Revealing the Unseen: AI-Powered Super-Resolution from Extreme Noise Ever tried to enhance a blurry photo, only to end up with a pixelated mess? Or struggled to extract useful information from grainy security footage? The problem isn't just the low resolution, it's often the overwhelming noise that buries the details we need to see. That's where a new breed of AI is changing the game. Imagine an algorithm that can not only upscale an image but also intelligently filter out the noise, reconstructing high-resolution details from seemingly hopeless sources. It's like having a detective who can piece together a shattered vase, even with half the fragments missing. This is achieved using a data-driven prior, learning how real-world structures should look, even when the input data is a cacopho…  ( 7 min )

The Dark Side of AI: A.I. Is Making Death Threats Way More Realistic As artificial intelligence (AI) continues to advance, we're seeing a disturbing trend emerge: AI-generated death threats are becoming increasingly realistic. This raises important questions about the intersection of technology and human psychology. What's behind this trend? The growing sophistication of language generation algorithms is making it easier for individuals to create convincing and even chilling death threats. These algorithms can analyze large datasets, learn patterns, and generate text that mimics human speech with uncanny accuracy. Some key factors contributing to this trend include: Advances in natural language processing (NLP): NLP has improved dramatically over the past few years, enabling AI systems t…  ( 7 min )

Part-2: How I Actually Ran MySQL Inside a Docker Container Last time (Part 1) আমি বলেছিলাম কেন Docker দিয়ে MySQL চালাতে চাচ্ছি, সেই setup টা পুরো করে ফেললাম। If you’ve never tried running a database inside Docker before, trust me, it’s way easier than it sounds. Step 1: Create a Project Folder mkdir ~/sql/my-sql-name cd ~/sql/my-sql-name এই ফোল্ডারটাই হবে আপনার local workspace যেখানে Docker container এবং SQL ফাইল দুটোই থাকবে। Step 2: Make a docker-compose.yml File services: mysql: image: mysql:latest container_name: sql_practice restart: always environment: MYSQL_ROOT_PASSWORD: root123 MYSQL_DATABASE: study ports: - "3306:3306" Explanation: image: mysql:latest → pulls the latest official MySQL image যদি চান data যেন container delete করার পরেও থেকে যায়, তাহলে নিচের অংশটা যোগ করুন - ./mysql_data:/var/lib/mysql এতে আপনার database data লোকাল ফোল্ডারে (mysql_data) সেভ থাকবে। Step 3: Run the Container এখন Terminal এ লিখুন - docker compose up -d চেক করতে সব ঠিকঠাক চলছে কি না, রান করুন - docker ps আপনি এমন কিছু দেখতে পাবেন: CONTAINER ID IMAGE STATUS PORTS Boom! এখন আপনার MySQL Docker container এর ভিতর পুরোপুরি চলছে! Step 4: Connect MySQL with VS Code তারপর নিচের ফর্মটা পূরণ করো : Click Test Connection → Connection Success! Quick Recap A fully functional MySQL container running inside Docker Direct connection from VS Code A clean, isolated learning environment — no messy installations Next Part (Part 3): আমি পুরো setup process লিখে রেখেছি আমার GitHub repo তে। চাইলে এখান থেকে দেখে নিতে পারেন - https://github.com/arasruislam/Learn_Stack/blob/master/SQL/SQL_GUIDE.md ়  ( 7 min )

Welcome to Day 21 of the #80DaysOfChallenges journey! Today’s beginner-to-intermediate challenge is a turn-based FizzBuzz game between you and the computer, built with while loops, string comparison, and alternating turns. This isn’t just another FizzBuzz script; it’s a real interactive game that practices user input, validation, and game flow. If you’re looking for a fun way to level up your loop and conditional skills, this “Python FizzBuzz game” is the perfect playground! The game starts at 1 and counts upward, alternating between you and the machine. Each turn requires the correct FizzBuzz output: Fizz for multiples of 3 Buzz for multiples of 5 FizzBuzz for multiples of both or the number itself It even accepts shortcuts: F, B, FB. The game ends if you make a mistake or type q. Let’s b…  ( 10 min )

FastHMR: Speeding Up Real‑Time 3D Human Pose Capture Ever wondered how a short video can instantly become a 3‑D avatar? FastHMR brings that magic to life by slashing the heavy computing behind human mesh recovery. 2. and even a slight boost in pose quality. Breakthrough technology like this makes real‑time 3‑D capture feel effortless, opening the door to a more immersive digital world. Imagine the possibilities when your phone can instantly understand and recreate your movements. Read article comprehensive review in Paperium.net: FastHMR: Accelerating Human Mesh Recovery via Token and Layer Merging withDiffusion Decoding 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )

Hello, cloud enthusiasts! ☁️ If you’ve ever worked with data in any capacity — reports, dashboards, or ETL jobs — you’ve probably heard about Azure Data Factory (ADF). But what exactly does it do? Why do enterprises rely on it for their data movement and transformation? Let’s break it down not with definitions, but through a powerful real-world analogy that makes everything click instantly. The Real-World Analogy — A Chocolate Factory 🍫 Imagine you’re running a large chocolate factory. Every day, raw materials like cocoa, sugar, and milk arrive from different suppliers (these are your data sources). You need to move them into your factory, process them into chocolates, and package them for different stores (these are your data destinations). Now, you could do this manually — move ea…  ( 9 min )

In the fitness world, the saying “no pain, no gain” has been repeated for decades. But in reality, rest days are where the real gains happen. If you’re hitting the gym daily, pushing harder with every session, and still not seeing progress — or worse, feeling constantly sore and tired — it’s likely because you’re not giving your body the recovery time it needs. Recovery isn’t a sign of weakness or laziness. It’s an essential part of building strength, muscle, and overall fitness. Let’s dive into the science behind recovery, why it’s so important, and how to make the most of your rest days to reach your goals faster and safer. What Is Recovery in Fitness? Recovery is the process your body goes through to repair, rebuild, and strengthen itself after exercise. Every time you train — whether i…  ( 10 min )

What if the secret to explosive Web3 inclusion isn’t funding, ads, or top-down control? ETHWomen’s U.S. launch in October 2025 flips everything you know about scaling diversity in crypto—and leaves traditional strategies in the dust. Community Activation Beats Paid Acquisition—Every Time Most Web3 organizations throw cash at user acquisition: think $10-15 per head for digital ads targeting women in blockchain. Not ETHWomen. They're cutting out the middleman—and the budget bloat—by turning every community member into a micro-influencer. Their local chapter model skips expensive campaigns and leverages network effects: each new participant actively recruits friends using social trust. The result? Growth that doesn’t just add, it multiplies. Decentralized Chapters: How Leverage Dwarfs Top-Dow…  ( 7 min )

Quantum Language Processing: A Frontier in AI Research Introduction Imagine compressing thousands of dimensions of meaning into a few qubits capable of processing all that information in parallel. That is the promise of Quantum Natural Language Processing (QNLP). But can we truly translate the richness of human language into the abstract logic of quantum mechanics, without any grounding in reality? This article explores the frontier where science fiction and fundamental research meet. Quantum Parallelism: The Key to QNLP Quantum parallelism is a unique property of qubits that allows them to process multiple meanings simultaneously. In other words, it enables qubits to explore all possible solutions to a problem at the same time. This property is essential for QNLP, as it can…  ( 7 min )

Introducción El soporte multilenguaje en aplicaciones permite ampliar el alcance a usuarios y clientes de diferentes regiones e idiomas, mejorando la accesibilidad y la experiencia del usuario. En este post, exploraremos cómo implementarlo en aplicaciones de escritorio desarrolladas con WinUI 3. Para implementar soporte multilenguaje en una aplicación WinUI 3, el primer paso es configurar la estructura de carpetas y archivos de recursos. Esto permitirá que el sistema cargue los textos adecuados según el idioma del usuario. Strings Dentro del proyecto, en la raiz crea una carpeta llamada Strings. Esta será el contenedor principal para los recursos. Strings\ ├── en-US\ │ └── Resources.resw ├── es-ES\ │ └── Resources.resw Resources.resw y para qué se utiliza? El archivo Resources.r…  ( 8 min )

Hey everyone, I recently launched a project I’ve been working on for a while — a Ratings & Reviews system built entirely in React + MUI, designed for developers and small brands that want more control over how they collect and display customer feedback. Most review systems (like Trustpilot or Shopify apps) are great, but they’re locked-down and iframe-based, which makes it hard to integrate smoothly into your own product pages or SaaS dashboards. So, I decided to build my own — something developer-first and 100% customizable. ⚙️ What it does 🧩 Customizable Stepper Form 1–10 custom ratings Yes/No questions Text feedback Image upload YouTube video links Custom rating fields like “Product Value” or “Quality” You can add, edit, or delete questions in your dashboard under 3 main categories: 📊 Dashboard Overview The dashboard lets you: View and manage all submitted reviews Track average ratings and sentiment trends See top-performing products Customize and preview your review flow Manage your integration keys and environment (test/production) I’m currently building out analytics and AI-powered insights next. 💡 Why I built it I wanted a review system that didn’t force me into another company’s ecosystem. This started as a weekend experiment and turned into a full SaaS platform. 🔗 Try it out -> https://www.rovza.shop What would you need in a review system for your React project? Thanks!!! If you’ve ever built your own tools instead of depending on another platform, you’ll get the feeling behind this one. This is my attempt at building something open, customizable, and developer-friendly — and I’d really appreciate your honest feedback or ideas.  ( 7 min )

Can We Make the Cut in Our Pro Return? Bryan Bros Golf is back on the clock, teeing off at an Asian Tour International Series event and asking the big question: can we actually make the cut in our return to pro golf? Want to follow along? Sign up for the newsletter, hop into the Discord or Twitch stream, and check out all our favorite gear and socials below! Watch on YouTube  ( 6 min )

TL;DR Jeff Su spills the CORE workflow he taught to 6,642 Googlers over nine years: Capture everything immediately Organize with minimal friction Review during scheduled sessions Engage by time-blocking execution Tool-agnostic and automatic within two weeks, this 4-step system handles all workplace info without relying on memory or willpower. For a deeper dive, check out Jeff’s blog post, grab his Notion Command Center templates, or join the Workspace Academy for step-by-step guidance. Watch on YouTube  ( 6 min )

Bill Simmons, Chris Ryan, and Van Lathan strap on their Haddonfield headlamps and revisit 1981’s Halloween II from a chilly cold open to the final credits. They duke it out on whether Michael Myers is the GOAT horror villain, pick their most rewatchable scenes, and even roll through a set of fun “categories” to rank the sequel’s creepiest moments. Sprinkled between the gory bits are cheeky promos for Paramount+’s A Mountain of Movies® and Netflix’s A House of Dynamite—because nothing’s scarier than running out of streaming options. If you crave movie-nerd banter with a side of snark, this episode will haunt you in the best way. Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage kicks off a four-week deep dive into the first four films of the franchise, starting with the 1987 Schwarzenegger original. The hosts hail Predator as the ultimate 80s action-sci-fi blend, praising its direction, writing, cast chemistry, creature design, and all the mud, lasers, muscles and explosions that made it a classic. Stick around for extended audio editions, bonus podcasts, movie commentaries and video game let’s-plays at bigsandwich.co. Don’t forget to subscribe, follow James and Maso on Twitter, and support the show via Patreon or merch! Watch on YouTube  ( 6 min )

A post by Cynthia Fotso  ( 5 min )

Here are 12 essential Git commands every developer should know — from initializing a repo to branching, merging, and resetting. 🧠💻 ✅ Perfect for beginners ✅ Useful as a quick reference for pros ✅ Boosts collaboration and productivity 📌 Save this post for future reference and keep your workflow smooth! Git #GitCommands #WebDevelopment #Programming #VersionControl #Developers #CodingTips #LearningJourney #FullStackDevelopment #TechCommunity  ( 6 min )

Hello People 👋 I’m Kartey, solo founder & founding engineer behind serpex.dev. 🧠 It all started while building my Research AI Agent About 80%+ of my queries needed live web data to stay accurate and relevant. Most existing APIs couldn’t deliver Reliable, fresh information, though some sources are costly and geared toward enterprise use. That’s when I started digging deeper into the problem. 🚧 The Problem Every available search API I tested came with major trade-offs: 💸 Too expensive for indie founders or small startups rate-limited by engines. It was frustrating, I just wanted something simple, affordable, and reliable. 💡 The Realization At some point, it clicked, instead of building another research tool dependent on someone else’s API, why not build the foundation itself? So I pivot…  ( 7 min )

Check out this Pen I made!  ( 5 min )

Check out this Pen I made!  ( 5 min )

Only 15% of the $40B Web3 world is female. ETHWomen is betting that’s about to change—not with ad blitzes or influencer hype, but with a surprising weapon: automation. Forget what you’ve heard about slow grassroots growth. Their U.S. expansion is blowing up the traditional playbook on scaling inclusion. Automation, Not Volunteers: The New Playbook Most efforts to close the gender gap in crypto throw money at ads or depend on overworked volunteers. ETHWomen isn’t buying in. Instead, they’re using automated community networks that drop onboarding costs from $150 to just $15 per member. Rather than replicating volunteer teams, the system handles everything: onboarding, mentorship matching, event invites—all with minimal human lift. Manual outreach just hit its scaling ceiling. Why Paid Ads Ar…  ( 7 min )

Every founder knows the chasm between a great idea and a shipped product. For my startup, 13Radar—a data-intensive platform for tracking institutional investments—that chasm was a complex, professional-grade frontend. The vision was a dashboard that felt like a Bloomberg terminal: dense, fast, and trustworthy. I chose a different path. Instead of becoming a full-time frontend developer or a project manager, I became an architect. My primary job was to define my product with absolute clarity, not in code, but in a detailed, 3,800-character specification that I fed to an AI design tool (readdy.ai). This workflow didn't just build a UI; it fundamentally changed the economics and timeline of launching 13Radar. It compressed what could have been a three-month development cycle into a matter of …  ( 9 min )

The Rise of Agentic AI: Transforming Workflows in C# Development Hey there! If you've been keeping an eye on AI developments lately, you've probably noticed something exciting happening—agentic AI is changing how we build applications, especially in the .NET ecosystem. I know it can feel overwhelming when new paradigms emerge (trust me, I've been there), so let's walk through this together and figure out what agentic AI means for us as C# developers. When I first heard about "agentic AI," I thought it was just another buzzword. But after diving in, I realized it represents a fundamental shift in how we build AI-powered applications. Instead of simple request-response patterns, we're talking about AI systems that can plan, use tools, make decisions, and complete complex multi-step tasks …  ( 11 min )

It was a busy October, and while I didn't reach the Hacktoberfest goal, I did reach my personal goals (and to be honest, the sooner I abandoned Hacktoberfest the better). The first week, I contributed to the Hiero SDK, which was a beginner friendly issue designed to help newcomers contribute for the first time. This contributing taught me how to follow a CONTRIBUTING.md, and how to set up a GPG key to sign my commits. The second week, I contributed to 100LinesOfPythonCode, where I wrote a short 100 line text game. This was one that I wish I could do over, as it wasn't something that furthered my goals or gained me any experience, but it allowed me to open up about my interests when I presented my work in class, and I gained useful insight from my professor about what I should be focusing o…  ( 7 min )

From my first to my fourth issue, I used two programming languages: Python and Golang. Starting with the first issue, which was just a try, to the last one, which was a real challenge for me. I moved from a small Python issue to a well-structured Golang project. From working on an algorithm to developing a CLI tool with LLM integration and a Python project analyzer. I feel contributing to open-source projects is not as difficult as I once thought. There are so many projects across diverse topics that we might not even imagine, and many of them are creative and useful. Different projects require different languages and skills, offering many opportunities to contribute. During Hacktoberfest 2025, I experienced projects that helped me get involved in different fields. I learned Golang for backend development, WebSocket, and CLI tools, mostly working on the Python project analyzer. Therefore, I believe that if I keep this enthusiasm for open source, I can continue to learn more. Moreover, after this event, I am confident about continuing to contribute to open-source projects.  ( 6 min )

What if onboarding half a million women into the blockchain ecosystem didn’t cost a single extra dollar? That’s exactly the moonshot ETHWomen is aiming for with the launch of its U.S. Community Operating System—a move that challenges every paid-growth playbook in Web3. ETHWomen Isn’t Playing by Old Rules The usual story? Expanding women’s participation in Web3 means shelling out for endless ad campaigns, costly events, and armies of community managers. But ETHWomen’s U.S. launch blows up this playbook. By automating peer-to-peer education and on-chain credentialing, they’re slashing user acquisition costs to nearly zero—a feat almost unheard of in the blockchain world. Community Operating Systems: Beyond Buzzwords Most "community platforms" still rely on paid moderators or centralized staf…  ( 7 min )

Progress on Plexus! A GPU-accelerated procedural generation tool for Unity 6. Here's how to use patterns, forces, and deformers. This tool is under development and should be available in the Asset Store in the upcoming weeks/months. Thanks! unity3d #gamedev #proceduralgeneration #gpu #unity #indiedev #showdev  ( 6 min )

What if Web3 growth didn’t have to burn mountains of VC cash? In 2025, as crypto VCs double down on expensive user acquisition and splashy marketing, ETHWomen just entered the U.S. market with a radical, cost-slaying strategy. Targeting a massive 15 million women primed for Web3—and doing it with almost zero traditional ad spend—ETHWomen is flipping every rule of growth in decentralized tech. If you think inclusion programs are just feel-good side projects, their system might force you to rethink everything. Community-Led Growth: The Secret Weapon Forget dumping $8-15 per user into ads. ETHWomen created a community-driven referral engine that puts growth on autopilot. Instead of top-down recruiting, existing members become local champions—educating, onboarding, and mobilizing their own net…  ( 7 min )

The 5 GitHub Repositories Every Prompt Engineer Should Bookmark Jaideep Parashar ・ Nov 1 #webdev #github #learning #discuss  ( 6 min )

Prompt engineering is evolving fast, and GitHub is where that evolution lives. 1️⃣ OpenAI Cookbook: The Official Playground github.com/openai/openai-cookbook The go-to library for developers experimenting with GPT APIs, embeddings, and fine-tuning. Use It For: Building your own API workflows Understanding token limits & prompt optimisation Experimenting with fine-tuning templates 2️⃣ Awesome ChatGPT Prompts: The Community Goldmine github.com/f/awesome-chatgpt-prompts This repo is a global collection of the best prompts ever shared. Use It For: Reverse-engineering effective prompts Building your personal prompt library Discovering roles and contexts that get results 3️⃣ LangChain: The Bridge Between Prompts and Apps github.com/langchain-ai/langchain LangChain is what turns prompts into workflows. Use It For: Creating chatbots, research agents, or AI assistants Experimenting with chains and tools Understanding how context memory works 4️⃣ Prompt-Engineering-Guide by DAIR.AI github.com/dair-ai/Prompt-Engineering-Guide An academic-quality guide covering prompt types, design patterns, and evaluations. Use It For: Learning systematic prompt design Accessing real papers and benchmarks Staying aligned with industry best practices 5️⃣ Jaideep Parashar / AI Prompt Library: Applied AI in Action github.com/jaideepparashar/AI-Prompt-Library My own open-source collection of prompt frameworks used in ReThynk AI books and AI Lab projects. Use It For: Real-world AI automation examples Developer-ready prompt templates Studying how to document and version prompts like code Final Thought Don’t just collect prompts, study how they evolve into systems. GitHub isn’t just a repository of code anymore; it’s a repository of intelligence. Resources ChatGPT Prompts for Coding: 630 Actionable Prompts for Debugging, Testing, Integration, and Deployment Next Article: “Building a Prompt Engineering Toolkit for Developers”: how to create your own custom toolkit for experiments, testing, and automation.  ( 8 min )

We often hear that DevOps starts with Continuous Integration (CI) and Continuous Deployment (CD). But pause for a second — That simple question changed how I understood DevOps forever. 🏠 The Home Analogy Think of your DevOps system like building a home for your software. Provisioning is building the house — setting up walls, doors, and electricity. Configuration Management is furnishing the house — arranging furniture, lights, and Wi-Fi. CI/CD is the people working and moving inside the house — building, testing, and deploying software. Now imagine trying to work before your house exists — no power, no furniture, no desk. ⚙️ What Really Comes First Many tutorials make it look like CI/CD is the starting point. Here’s the true DevOps flow 👇 1️⃣ Provisioning Create infrastructure (VMs, EC2,…  ( 7 min )

Buy Me a Coffee☕ *Memo: My post explains a dictionary (1). My post explains a dictionary (2). My post explains a dictionary (3). My post explains a dictionary (4). My post explains a dictionary (6). My post explains a dictionary (7). My post explains a dictionary (8). My post explains a dictionary (9). A dictionary and other dictionary can be checked if only all the keys or both all the keys and values in: the dictionary are in other dictionary with =. other dictionary and other elements are in the dictionary with >. *Memo: Only all the values cannot be checked. dict.keys() and dict.items() work for all = and >. dict and dict.values() get error for all = and >.…  ( 9 min )

Join James and Maso on the Weekly Planet’s “Caravan of Garbage” as they kick off a four-week deep dive into the Predator franchise, starting with the 1987 Schwarzenegger classic. They hail Predator as the ultimate ’80s mash-up of muscles, mud, lasers and creature design—action, sci-fi and explosions all rolled into one invisible terror fest. If you want more carnage, there’s early access videos, bonus podcasts, movie commentaries and even video game let’s-plays over at bigsandwich.co. You can also catch the extended audio edition on YouTube, follow @mrsundaymovies and @wikipediabrown on Twitter, back the show on Patreon or sport some TWP merch. Watch on YouTube  ( 6 min )

Unlocking AI Speed: The Hidden Symmetries in Reinforcement Learning Imagine training an AI to play a complex strategy game. Days turn into weeks, weeks into months, and still, the AI struggles to learn effectively. The culprit? Redundant exploration of similar scenarios that waste precious computation time. We need a smarter way to guide the AI's learning process. The key lies in identifying and exploiting hidden symmetries within the search space. The core idea is to group states that are essentially equivalent – from the AI's perspective – and share learning experiences across them. This allows the AI to generalize knowledge more effectively, leading to significantly faster learning curves. Think of it like teaching someone to ride a bike. Instead of treating every wobbly moment as a c…  ( 7 min )

AI Market Dynamics & Corporate Strategy The AI sector demonstrates a buoyant yet volatile investment climate, with a perceived "bubbly" market characterized by significant seed rounds and data center builds. Major players like Apple are open to M&A on the AI front to enhance their capabilities. Simultaneously, concerns arise over large-scale financial commitments, as Meta and Xai initiate a trend for billions in off-balance-sheet debt, and OpenAI faces a substantial 12 billion loss last quarter, reflecting the high costs of pioneering AI development. Demand for cloud infrastructure remains high, with AWS exceeding expectations, partly driven by the escalating needs of AI workloads. NVIDIA is strategically expanding its AI ties with major industry players like Hyundai, Samsung, SK, and Naver, underscoring the collaborative nature of AI development. These partnerships extend to manufacturing, where Samsung and NVIDIA are collaborating to build an AI megafactory aimed at transforming semiconductor production for AI acceleration. Innovation in AI applications continues to broaden, exemplified by the widespread adoption and continuous evolution of ChatGPT as a prominent AI chatbot. Startups are also securing significant funding, such as Adam, a YC alum, raising $4.1M to develop an AI copilot for text-to-3D creation. Further advancements are being explored in foundational research, with ongoing work documented in recent AI research papers. The rapid growth of AI, deemed the fastest tech in history, prompts warnings from Microsoft about the risk of billions being excluded from its benefits. Ethical concerns surrounding data use are also emerging, with Japanese publishers demanding an end to unauthorized training of OpenAI's Sora2 with copyrighted content. Furthermore, the practical deployment of AI in autonomous systems faces challenges, as early data points to Tesla robotaxis already crashing in Austin, highlighting gaps in current autonomous driving capabilities.  ( 6 min )

"Unlocking the Musical Secrets of Ancient Civilizations: The Power of Generative AI Imagine being transported to the ancient city of Ur, surrounded by the mysterious sounds of a long-lost culture. Generative AI, a cutting-edge technology that can create new, original content, is opening doors to uncovering the musical heritage of ancient civilizations. By analyzing fragments of texts, inscriptions, and artifacts, AI algorithms can recreate the musical compositions of bygone eras. One fascinating example is the ancient Sumerian epic poem, the 'Epic of Gilgamesh.' This 4,000-year-old masterpiece is considered one of the earliest surviving works of literature. By applying generative AI techniques to the poem's lyrics and historical context, researchers can reconstruct the musical composition that likely accompanied its recitation. The result is a hauntingly beautiful soundscape that transports listeners to the ancient streets of Mesopotamia. Generative AI's potential in this field i... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

第 18 课：Web UI 与 API 使用 ⏱ 课时：1.5 小时 🎯 学习目标：掌握图形界面和 API 操作 📚 难度：⭐⭐ 实时信号 通过 Web UI 和 API，你可以用图形界面管理交易机器人，不再依赖命令行。本课将教你如何启用 API Server，使用 FreqUI 进行可视化管理，以及通过 REST API 进行远程控制。 定义：Freqtrade 内置的 REST API 服务器，提供： Web UI 数据接口 远程控制功能 实时数据查询 交易操作接口 在配置文件中添加 API Server 配置： { "api_server": { "enabled": true, "listen_ip_address": "127.0.0.1", "listen_port": 8080, "verbosity": "error", "enable_openapi": false, "jwt_secret_key": "your-secret-key-change-this", "ws_token": "your-websocket-token-change-this", "CORS_origins": [], "username": "freqtrader", "password": "SuperSecretPassword123" } } 配置说明： 参数 说明 推荐值 enabled 是否启用 API true listen_ip_address 监听地址 "127.0.0.1"（本地）或 "0.0.0.0"（远程访问） listen_port 端口号 8080 jwt_secret_key JWT 密钥 随机生成的长字符串 ws_tok…  ( 10 min )

Lesson 18: Web UI and API Usage ⏱ Duration: 1.5 hours 🎯 Learning Objectives: Master graphical interface and API operations 📚 Difficulty: ⭐⭐ Real-time Signals Through Web UI and API, you can manage trading bots with graphical interfaces, no longer relying on command line. This lesson will teach you how to enable API Server, use FreqUI for visualized management, and control remotely through REST API. Definition: Freqtrade's built-in REST API server that provides: Web UI data interface Remote control functionality Real-time data queries Trading operation interface Add API Server configuration to configuration file: { "api_server": { "enabled": true, "listen_ip_address": "127.0.0.1", "listen_port": 8080, "verbosity": "error", "enable_openapi": false, "jwt_secret_k…  ( 12 min )

Lesson 17: Telegram Setup ⏱ Duration: 1.5 hours 🎯 Learning Objectives: Configure Telegram bot integration for real-time trading notifications and monitoring Telegram integration provides essential real-time monitoring and control of your Freqtrade bot. This lesson guides you through setting up Telegram notifications and basic bot commands. Benefits of Telegram Integration: ✅ Real-time trade notifications ✅ Remote monitoring of bot status ✅ Emergency stop functionality ✅ Performance updates and alerts ✅ Manual trade control options Open Telegram and search for @botfather Send /start to see available commands Create new bot with /newbot Follow the prompts to name your bot Save the bot token (keep it secret!) Example conversation: You: /newbot BotFather: Alright, a new bot. How are we goin…  ( 8 min )

第 17 课：Telegram 通知配置 ⏱ 课时：1.5 小时 🎯 学习目标：实现交易信号推送 📚 难度：⭐⭐ 实时信号 通过 Telegram Bot，你可以随时随地接收交易通知，甚至远程控制交易机器人。本课将教你创建和配置 Telegram Bot。 在 Telegram 搜索 @BotFather 发送 /newbot 输入 Bot 名称（如 My Freqtrade Bot） 输入 Bot 用户名（必须以 bot 结尾，如 myfreqtrade_bot） 获得 API Token（形如：1234567890:ABCdefGHIjklMNOpqrsTUVwxyz） ⚠️ 保密 Token：不要分享给任何人！ # 方法 1：使用 Python 脚本 python3 << 'PYTHON' import requests token = "YOUR_BOT_TOKEN" url = f"https://api.telegram.org/bot{token}/getUpdates" # 先在 Telegram 给你的 Bot 发送一条消息（如 /start） response = requests.get(url) print(response.json()) # 在输出中找到 "chat":{"id": 123456789} PYTHON # 方法 2：访问网址 # https://api.telegram.org/botYOUR_BOT_TOKEN/getUpdates # 先给 Bot 发消息，再访问这个网址，查找 chat id { "telegram": { "enabled": true, "token": "1234567890:ABCdefGHIjklMNOpqrsTUVwxyz", "chat_id":…  ( 7 min )

第 16 课：实时信号监控 ⏱ 课时：2 小时 🎯 学习目标：学会获取实时交易信号 📚 难度：⭐⭐ 实时信号 回测只是第一步，真正的考验是实时交易。本课将教你如何启动 Freqtrade 的模拟交易模式（Dry-run），实时监控交易信号，为实盘交易做准备。 定义：模拟交易模式，使用真实的市场数据，但不进行真实交易。 与回测的区别： 特征 回测（Backtesting） 模拟交易（Dry-run） 数据 历史数据 实时数据 执行 快速（几分钟） 实时（持续运行） 目的 验证策略历史表现 验证策略实时表现 滑点 无法模拟 部分模拟 订单执行 假设立即成交 模拟真实延迟 风险 零风险 零风险 原因 1：验证策略实时表现 回测表现：+25%（历史数据） Dry-run 表现：+18%（实时数据）✅ 基本一致，可以实盘 或者： 回测表现：+25% Dry-run 表现：-5%（实时数据）❌ 差距太大，策略有问题 原因 2：熟悉实盘环境 理解信号生成的时机 熟悉订单执行流程 测试通知和监控系统 原因 3：发现潜在问题 策略代码错误 配置文件问题 网络连接问题 数据延迟问题 ⚠️ 无法完全模拟： 滑点（Slippage） 市场深度影响 极端行情下的流动性问题 交易所系统故障 💡 建议：Dry-run 1-2周后再考虑实盘 确保 config.json 配置正确： { "max_open_trades": 3, "stake_currency": "USDT", "stake_amount": 100, "dry_run": true, // ⚠️ 确保为 true "dry_run_wallet": 1000, // 模拟钱包金额 "exchange": { "name": "binance",…  ( 10 min )

MCP Security: Navigating the Exploit Playbook for Agent Om Shree ・ Nov 1 #ai #mcp #architecture #security  ( 5 min )

The concept of "creative melancholy" in AI agents is a thought-provoking idea that merges the innovative problem-solving capacity of AI with the introspective self-doubt often associated with human creativity. By incorporating this unique combination of traits, AI agents could develop a more nuanced decision-making process and enhanced adaptability. Imagine an AI designed to exhibit creative melancholy: it generates innovative solutions to complex problems, but also grapples with internal doubts and uncertainties. This duality would allow the AI to: Balance risk and caution: By acknowledging potential pitfalls, the AI would be more cautious in its decision-making, weighing the benefits and drawbacks of each option. Encourage self-reflection: Introspective self-doubt would prompt the AI to re-evaluate its assumptions, leading to more informed decisions and a deeper understanding of the problem domain. Foster creative problem-solving: The tension between innovat... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Configure simple settings in the storage account. a: The data in this storage account doesn’t require high availability or durability. A lowest cost storage solution is desired. . In your storage account, in the Data management section, select the Redundancy blade. . Select Locally-redundant storage (LRS) in the Redundancy drop-down. . Be sure to Save your changes. . Refresh the page and notice the content only exists in the primary location. b: The storage account should only accept requests from secure connections. . In the Settings section, select the Configuration blade. . Ensure Secure transfer required is Enabled. c: Developers would like the storage account to use at least TLS version 1.2. . In the Settings section, select the Configuration blade. . Ensure the Minimal TLS version is set to Version 1.2. d: Until the storage is needed again, disable requests to the storage account . In the Settings section, select the Configuration blade. . Ensure Allow storage account key access is Disabled. . Be sure to Save your changes. e: Ensure the storage account allows public access from all networks. . In the Security + networking section, select the Networking blade. . Ensure Public network access is set to Enabled from all networks. . Be sure to Save your changes. Thanks everyone.. Till the next post..  ( 6 min )

In a week dominated by earnings reports, October 31 marked a pivotal moment for the tech sector as giants like Amazon, Microsoft, and Meta laid bare their aggressive bets on artificial intelligence. Shares swung wildly, Amazon hit a record high on strong cloud results, while others dipped on hefty spending forecasts, underscoring the high-stakes race to build AI infrastructure. Meanwhile, chipmakers inked deals to fuel the boom, and innovators unveiled tools to address AI's growing pains, from security flaws to regulatory hurdles. It was a day that crystallized the industry's forward momentum, tempered by the realities of ballooning costs and geopolitical tensions. Amazon's third-quarter results provided a bright spot in an otherwise jittery market, with the e-commerce behemoth's stock sur…  ( 10 min )

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Within October alone, Razer has announced two special colour collections for its peripherals. But that’s not stopping another one from being added to the list. This time, the gaming peripheral brand has gotten help from Valve. The result is the Counter-Strike 2 collection, or more specifically, the Dragon Lore skin from the game. For the […] The post Razer Teams Up With Valve For Counter-Strike 2 Collection appeared first on Lowyat.NET.  ( 34 min )

A US senator has called on President Donald Trump’s administration to assist Malaysia in curbing the illegal smuggling of US-made artificial intelligence (AI) chips into China, Reuters reported. The request follows US intelligence assessments that identify Malaysia as one of several countries allegedly used as transit points in organised efforts to bypass export restrictions on […] The post US Senator Seeks Trump Administration’s Help To Curb AI Chip Smuggling Through Malaysia appeared first on Lowyat.NET.  ( 34 min )

While a dedicated app for WhatsApp has been available for smartwatches running Wear OS for quite some time now, no such thing exists for the Apple Watch just yet. However, it seems that the messaging platform is currently working to bridge the gap. According to WABetaInfo, Meta has introduced an app for the Apple Watch […] The post WhatsApp Starts Testing Companion App For Apple Watch appeared first on Lowyat.NET.  ( 33 min )

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A post by Maria M.  ( 5 min )

I recently took a long break from working on StockSimPy — school got busy and pulled me away — but I’m back. The project is getting closer to the finish line, yet somehow the closer I get, the further it feels. The core components — backtesting, portfolio management, and stock data handling — are semi-functional, but parts like importing data from yfinance and cleaning it still need fixes, along with a few unexpected bugs. When I first planned StockSimPy, I didn’t think about including a dedicated performance class. I figured total return and a price graph would be enough. That changed after someone commented on one of my previous devlogs, asking if I planned to add metrics like the Sortino ratio. That question stuck with me. I thought: If I were someone testing a trading strategy, would I…  ( 8 min )

Old Course At St. Andrews Slated For ‘Enhancements’ Prior To 2027 Open St. Andrews Announces Changes and Enhancements Upcoming to the Old Course Prior to the 2027 Open Championship. forbes.com  ( 6 min )

Analyzing Why People Like Funk dives into the grooves and feel that make funk and jazz so irresistible, using the Marvel vs Capcom 2 soundtrack as a playful springboard rather than a straight-up OST deep dive. It pits funk/jazz against rock, then unpacks syncopated rhythms, punchy bass lines and the art of solos to show how each element locks you into that funky zone. Timestamps guide you through each section—rhythmic breakdown at 2:01, bass magic at 9:07 and solos at 13:02—before wrapping up with an outro at 18:41. And if you’re hungry for more, you can join the creator’s Patreon, snag merch, jump into the Discord or follow on Twitter. Watch on YouTube  ( 6 min )

TL;DR I threw down a £1,000 match against the head pro at Carlisle Golf Club in Ep. 2 of the series, with Titleist not only fueling the battle but also pledging support for the club’s junior section afterward. Massive thanks to Nicky and everyone at Carlisle for hosting the event. Want my kit details or some sweet discounts? Head to the Linktree below, and don’t forget to peek at Titleist.co.uk and CarlisleGolfClub.org for all the deets. Watch on YouTube  ( 6 min )

In this post, Jeff Su breaks down the CORE workflow he taught to over 6,600 Googlers in nine years: Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking time to execute. It works with any tool you already use and becomes automatic within two weeks—no more relying on willpower or memory alone! He also drops handy timestamps (00:28 for the basics, 01:05 for CORE in action, 04:10 for a deep dive) and loads of resources: newsletter, templates, the Workspace Academy course, and his favorite gear. Perfect if you want a plug-and-play productivity boost. Watch on YouTube  ( 6 min )

CinemaSins just rolled out “Everything Wrong With Frankenweenie In 14 Minutes Or Less,” giving Tim Burton’s lovable reanimated pooch a snark-filled teardown as the film returns to theaters. Expect their signature “sins” commentary on every plot quirk and animation gag. They’ve also sprinkled in all their must-know links—website, poll, Patreon—and shout-outs to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Plus, you can hang with the community on Discord, Reddit, Instagram, TikTok, and more. Watch on YouTube  ( 6 min )

Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ cheeky Halloween special where they gleefully pick apart “one of the greatest genre movies of all time,” ticking off sins and gags in rapid-fire fashion. Expect their trademark mix of snark, pop-culture digs and playful nitpicks as they race through every quirk in under a quarter-hour. Along the way they drop links to their main site, Discord, Reddit and social channels (@TVSins, @CommercialSins, @CinemaSins, TikTok and more), invite you to fill out a sinful poll, and tee up their Patreon. Shout-outs go to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—your friendly neighborhood sin-experts. Watch on YouTube  ( 6 min )

TL;DR Predator 2 (1990) ditches the jungle for a crime-ridden, heat-wave-stricken Los Angeles and swaps Arnold Schwarzenegger for Danny Glover as its lead. You get a nastier new Predator, a bit of Gary Busey flair, and a fresh urban-thriller vibe—perfect if you’re up for something that feels familiar but not carbon-copy. Check out the Caravan of Garbage review for more laughs, deep dives, and bonus content on bigsandwich.co! Watch on YouTube  ( 6 min )

liner notes: Professional : Really productive day to end the week. Figured out why my code wasn't doing the thing I wanted it to. It had to do with the variable name I was passing into an SDK. Funny enough, the docs had an error and the SDK itself was using a different name for the variable. I reached out to the SDK maintainer to let them know and they are going to fix it. I was able to finish the project that is basically an interactive tutorial that people can take by spinning up a GitHub Codespace. Sent that over to the people that will then incorporate that into their work. Want to make sure I'm not the blocker. haha. Earlier this week, I ran into an issue trying to add a page to the documentation. I got that issue worked out and added the information and scheduled a message to some fo…  ( 7 min )

How to Make It Worth Your Time This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections. I've been doing Hacktoberfest for 7 years straight. Made every mistake possible. Learned what actually works. brutal truths nobody tells you about Hacktoberfest, and how to make it genuinely worth your time. DON'T: Submit docs typo fixes or add your name to README files. “This screams I just want the t-shirt. Maintainers can spot this from a mile away. These PRs get labeled as spam faster than you can say open source.” DO: Pick projects you'll actually use. I contributed to a testing library in 2019 because I needed a feature. That PR led to: Using the library in my job Meeting the maintainer at a conference Getting my first OSS maintainer role Real value > Free swag…  ( 7 min )

How AI Stops Seeing Things That Aren’t There Ever wondered why a smart camera sometimes describes a “red car” that isn’t in the picture? Scientists discovered that the AI’s “visual tokens” – tiny data pieces it extracts from an image – can become unsure, leading the system to imagine objects that don’t exist. Imagine a future where your phone never mislabels a sunset as a beach party – that’s the power of taming uncertainty. It’s a small change with a big impact on how we trust machines to see the world. Read article comprehensive review in Paperium.net: On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in LargeVision-Language Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )

A post by cavitnation  ( 5 min )

*Beyond the Rollercoaster: A Beginner's Guide to Stablecoins and Why They Matter If you’ve ever dipped a toe into the world of cryptocurrencies, you’ve felt the whiplash. One day, your digital investment is soaring; the next, it’s plummeting. This volatility is what makes headlines, but it’s also what makes everyday actions like buying a coffee or paying a bill with Bitcoin wildly impractical. For crypto to evolve from a speculative asset into a usable form of money, it needs stability. What Exactly is a Stablecoin? Fiat-Collateralized Stablecoins: This is the most common and straightforward method. For every stablecoin in circulation, a corresponding unit of real currency (like a US Dollar) is held in a regulated bank reserve. Crypto-Collateralized Stablecoins: To stay true to the dece…  ( 10 min )

En teoría de probabilidad, 1% es casi nada. La industria del software —si es que aún merece ese nombre— se ha convertido en un aparato diseñado para recompensar el cumplimiento, no la conciencia; para premiar la sumisión procesada como “fit cultural” y castigar la autonomía bajo la etiqueta de “no alineado”. No es un sistema incompetente. Es un sistema muy competente en reproducirse a sí mismo, aunque lo que reproduce sea disfuncionalidad maquillada de metodología, agilidad coreografiada como ceremonia, y liderazgo teatral que simula empatía con OKRs. Quien conserva un 1% de integridad dentro de ese sistema es, estadísticamente, una anomalía. ⸻ Integridad residual como variable independiente He visto cómo entrevistas técnicas se convierten en ejercicios de gaslighting pasivo-agresivo: O e…  ( 9 min )

🧩 Day 15 — Sum of Good Subsequences & CDN Fundamentals 🧠 DSA Problems [1 hr] Problem: 3351. Sum of Good Subsequences We define two key state trackers: count[a] — number of good subsequences ending with a. res[a] — total sum of all subsequences ending with a. For each number a in the array: We can start a new subsequence with a. Or extend subsequences ending with a - 1 and a + 1. Hence, count[a] = count[a-1] + count[a+1] + 1 Each of these subsequences contributes additional sums based on their totals and the value a: res[a] = res[a-1] + res[a+1] + a * (count[a-1] + count[a+1] + 1) We take modulo 10^9 + 7 to keep values bounded. sum(res.values()). class Solution: def sumOfGoodSubsequences(self, A: List[int]) -> int: count = Counter() res = Counter() …  ( 8 min )

Two years ago, I joined Dev.to with the same excitement every new dev feels — but quickly I realized that I had no direction, no project, and no clear voice. I was just posting random content, sometimes copied, sometimes AI-generated, that lacked my own authentic voice. My knowledge was only surface-level, and I had no real project to anchor my identity. That realisation hit me hard. I stepped away from all public platforms—including Dev.to—and made a silent promise: “I won’t post again until I have something real to share — something built with my own hands.” I wanted to become a *developer * who doesn’t just consume tutorials but creates meaningful tools, resources, and solutions. To do that, I needed to build something from scratch. That decision marked the start of an 18-month journey …  ( 8 min )

In cybersecurity, when you hear the word vulnerability, you know it's not a good thing. Meanwhile, it can be scary if you learn that attackers are exploiting the vulnerability. In other news, it turns out that researchers can break confidential computing in some popular CPUs. TEE.Fail attack breaks confidential computing on Intel, AMD, NVIDIA CPUs As a reminder, TEE means Trusted Execution Environment. It's a secure area of a system. Now, what happened? The excerpt below has more details. Researchers from Georgia Tech and Purdue University note that modern implementations of Intel SGX, Intel TDX, and AMD SEV-SNP are no longer as secure as advertised, due to architectural trade-offs in recent generations. Their experiments confirmed that it is possible to exploit these weaknesses for key …  ( 17 min )

When you type a website name like google.com in your browser, a lot of things happen quietly before that familiar page appears. Behind the scenes, there’s a small chain of events that makes sure your request finds the right computer somewhere on the internet. The registrar is where you buy and manage your domain name. Think of it as the official shop where domains are registered and maintained. Popular registrars include Google Domains, Namecheap, GoDaddy, and Cloudflare. When you buy example.com, you’re not buying it forever. You’re essentially renting it from the global domain system, managed by ICANN (the Internet Corporation for Assigned Names and Numbers). The registrar acts as the interface between you and ICANN. At this point, your domain exists but it doesn’t yet know where your we…  ( 8 min )

Don't hesitate to check all the article on my blog — Taverne Tech! Imagine being able to clone your entire infrastructure like you fork a GitHub repo, or restore a full environment with a simple git checkout. Sounds like sci-fi? Welcome to the amazing world of Infrastructure as Code (IaC)! 🎉 If you’ve ever spent a weekend manually reconfiguring a server that “worked perfectly yesterday,” or wondered why production doesn’t look anything like development anymore, this post is for you. IaC is like having a time machine for your infrastructure — except you can go to the future too! 🕰️ is Infrastructure as Code? Think of Infrastructure as Code like a perfectly written cooking recipe. Instead of improvising your infrastructure like a fancy chef who “eyeballs the salt,” you write exactly what…  ( 9 min )

Caution: Synthetic Data Oversight - Overfitting to Noise When generating synthetic data, a common pitfall is overfitting to noise present in the training data. This can lead to the creation of biased and unrealistic synthetic data, which can severely impact the accuracy and reliability of your machine learning models. Noise in training data can stem from various sources, including measurement errors, instrumentation limitations, or even data processing mistakes. If your synthetic data generator relies heavily on this noisy data, it will inevitably learn to replicate these errors. To address this issue, consider implementing noise reduction techniques in your synthetic data generation process. One popular approach is denoising autoencoders, a type of neural network that learns to remove noise from the input data while preserving the underlying structure. Another effective strategy is to use techniques like data normalization, feature scaling, and outlier detection to ident... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

I worked on my first issue, Implement Binary Search (Iterative), Add an algorithm in Python In this PR, I implemented a simple algorithm to practice contributing to Hacktoberfest 2025. Since it was my first time joining Hacktoberfest, I chose a simple issue to get started. Through this experience, I realized that if I am interested in a project, I can either create a new issue or find an existing one to solve—whether it is adding a new feature, fixing a bug, or improving documentation. The most important thing is the desire to contribute to the project. This project marked my first open-source contribution, and it gave me more confidence to continue contributing and exploring other interesting projects. For this contribution, I used Python, but next, I want to learn how to develop projects using Go (Golang). I will do my best to find projects that interest me and keep improving my programming skills.  ( 6 min )

We're excited to announce a writing challenge for participants of the 5-Day AI Agents Intensive Course with Google and Kaggle! Running from November 10-14, the 5-Day AI Agents Intensive Course is designed to help you master AI agents: the next frontier of artificial intelligence. Whether you’re just starting with agents or looking to advance your expertise, this immersive experience will guide you through the architectures, tools, and best practices shaping the future of intelligent, autonomous systems. Course registration closes on Tuesday, November 4 at 11:59pm Register Now By the end of the course, you'll put your skills into practice through a capstone project and be able to build everything from simple AI agents to sophisticated multi-agent systems. Course participants will have t…  ( 7 min )

How AI Learns to Draw Its Way Through Math Problems Ever wondered how a computer can actually sketch a picture to crack a tricky math puzzle? Researchers have created a new system called CodePlot‑CoT that lets artificial intelligence think with images, just like we do when we doodle a graph on a napkin. draw their way to solutions, making math feel a little less mysterious for all of us. Exciting times ahead! Read article comprehensive review in Paperium.net: CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )

Forem Weekly Repo Recap: New Community Hub, Email Fixes & Markdown Improvements Forem Project News ・ Oct 31 #product #deployment #opensource #news  ( 6 min )

Intro: Garmin AI Coach — a multi-agent endurance coach that analyzes Garmin health and activity data to generate adaptive training plans for triathletes, cyclists, and runners. What makes it special: agentic AI system that actually interprets your physiological data (HRV, sleep, stress, load) and drafts a transparent, auditable plan you can inspect line-by-line. Every insight is reproducible — no black-box “trust us” recommendations. How to contribute: 🧠 Help improve the agent reasoning or planning prompts. 🧩 Add new data connectors (Thryve, Garmin Health API, or Connect IQ). 🧪 Build demo datasets so new users can run the tool without real credentials. 🖼️ Create front-end visualizations for the generated HTML reports. Issues labeled good first issue are beginner-friendly. I’d love to mentor new contributors, especially anyone interested in AI workflows, sports science, or wearable integrations. Why I’m passionate: why it suggests what it does. Garmin AI Coach is my attempt to merge transparency, personalization, and open science. Links: leonzzz435/garmin-ai-coach “I Fired My Garmin Coach and Built an AI to Train for an Ironman 70.3”  ( 6 min )

You’ve been there. You’ve just integrated a powerful new LLM into your workflow, and the possibilities feel endless. Then comes the reality: bridging the gap between the model's linguistic intelligence and the practical, real-world actions you need it to perform. This means wrestling with a dozen different APIs, each with its own authentication quirks, data schemas, and documentation (or lack thereof). You write glue code. You build bespoke adapters. And just when you get it all working, a new model comes out, or an API updates, and you’re back to square one, refactoring your integrations for a new host environment. It feels like the pre-USB era of computing, where every peripheral needed its own proprietary port. What if there was a USB-C for AI? A single, standardized protocol that allow…  ( 12 min )

In my previous blog Day-11 ,I explored how to build scalable and cost-effective AWS infrastructure using Load Balancers, Auto Scaling Groups, and Launch Templates - the foundation of resilience in cloud compute. But soon, I faced a realization: Scaling applications means nothing if your network isn't designed to support it. So in this chapter, I decided to go deeper - to understand how AWS networking actually works behind the scenes, how instances talk to each other securely, and how data travels safely in and out of the cloud. - Virtual Private Cloud (VPC) - Subnets (Public and Private) - Internet Gateway (IGW) - NAT Gateway - Route Tables - Elastic IPs - Security Groups vs NACLs It started with a small frustration. I launched an EC2 instance in my new custom environment... and it refused…  ( 9 min )

Building applications that stay online during failures is a critical skill for any cloud engineer. In this hands-on project from the AWS Academy Cloud Architecting programme, I redesigned a simple, single-instance setup into a fault-tolerant, highly available (HA) architecture running across multiple AWS Availability Zones. This post breaks down the core components, how they work together, and what I learned along the way. The goal was to transform a basic application into a multi-tier, multi-AZ architecture capable of surviving instance or Availability Zone failures. The final environment included: VPC with public & private subnets Application Load Balancer (ALB) using two AZs Auto Scaling Group running EC2 instances across private subnets Amazon RDS (Multi-AZ) MySQL database NAT Gateways…  ( 7 min )

Every wrong submission is just XP in disguise. If you’ve ever opened LeetCode, stared at a “Medium” problem, and immediately felt like an imposter in your own career welcome, you’re home. For the longest time, I treated LeetCode like a punishment. Me: “One more question before bed.” Brain: “How about we stare at it until 3AM and still not solve it?” After months of pretending that “Daily Challenges” were personality traits, I realized something most of us aren’t bad at LeetCode, we’re just training wrong. So, I decided to turn LeetCode into a game, not a chore. I stopped doing random problems and started theme weeks: Week 1: Arrays & Two Pointers (the gym warm-up of DSA) Week 2: HashMaps & Sliding Window (where logic meets chaos) Week 3: Trees (the moment your confidence collapses) Each week, I did 5–7 problems of the same type until I could predict the pattern without crying. I stopped calling them “Hard Problems” and renamed them “Boss Fights.” I started using a GitHub repo to store every solved problem not copy-pasted code, but my explanations. Problem: Two Sum Concept: HashMap lookup in O(n) Lesson: Never trust nested loops. Now, every time I forgot something, I could review my own logic, not someone else’s YouTube tutorial. Instead of chasing ranks, I compared how long I took to solve similar problems. Everyone loves saying “I solved 300 LeetCode problems.” My problem-solving confidence skyrocketed. Interviews started making more sense. And most importantly I no longer feared “Medium” tags like they were horoscopes of doom. LeetCode stopped being a torture device and became a skill gym. LeetCode isn’t about brute force it’s about pattern recognition, smart review, and consistency. What about you? Drop your confession in the comments let’s make everyone feel a little less alone in this algorithm chaos.  ( 7 min )

TL;DR I took on Carlisle Golf Club’s head pro in a £1,000 match on his home turf—big thanks to Titleist for backing the series (and even helping fund the club’s junior section!). Shout-out to Nicky and everyone at Carlisle GC for hosting, and hit the links in the description if you want course details or a discount on my gear. Watch on YouTube  ( 6 min )

Bill Simmons, Chris Ryan, and Van Lathan dig into the 1981 sequel Halloween II, locking horns over whether Michael Myers truly is the GOAT horror villain, revealing their pick for the film’s most rewatchable moment, and serving up hot takes in the show’s classic category round. They break the episode into four timestamped bites—cold open, villain debate, scene spotlight, and category face-off—while cheekily plugging Paramount+’s Mountain of Movies, Netflix’s A House of Dynamite, and a friendly nod to State Farm. Strap in for nostalgia, snark, and slasher thrills. Watch on YouTube  ( 6 min )

Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ rapid-fire roast of Nicolas Cage’s tippy-toes thriller Longlegs, complete with their signature “sins” tally and a nod to Osgood Perkins’s next flick, Keeper. Spoiler: those legs are hilariously long. They also invite you to dive deeper—polls, Patreon, Discord, Reddit, and all their social feeds—plus spin-off channels like TVSins and CommercialSins. Ready for more cinematically sinful fun? Watch on YouTube  ( 6 min )

CinemaSins delivers a playful 15-minute “Everything Wrong With Sinners” roast, gleefully picking apart plot holes and genre tropes in what they still cheer as one of the year’s best horror flicks—Happy Halloween, indeed. The crew (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) also hooks you up with all their extra goodies: a sinful poll, Patreon support, and links to their website, YouTube channels, Discord, Reddit, Instagram and TikTok for even more movie mischief. Watch on YouTube  ( 6 min )

Predator 2 – Caravan of Garbage TL;DR Predator 2 swaps Schwarzenegger’s jungle for Danny Glover’s sweaty, crime-ridden Los Angeles in 1990, tossing in a beefed-up Predator and a delightfully off-the-wall Gary Busey cameo. It may lack some of the first film’s classic tropes, but if you’re up for an urban hunt in the middle of a heatwave, it’s a fun, fresh twist on the franchise. The review also plugs Caravan of Garbage’s extended audio edition, bonus podcasts, commentary videos on bigsandwich.co, plus all the usual YouTube subs, Patreon perks and merch if you need more silly deep dives. Watch on YouTube  ( 6 min )

Desenvolvedores deveriam parar de perder tempo discutindo se o código gerado por IA é “bom” ou “ruim” e começar a aprender a usá-la com sabedoria. A IA não substitui o conhecimento técnico, mas é uma ferramenta poderosa de apoio. Ela pode servir como referência para entender padrões de código, explorar alternativas de implementação ou criar cenários de exemplo. Por exemplo, imagine que você precisa dar manutenção em uma aplicação legada em Angular e não sabe como criar um teste de unidade. Você pode pedir um exemplo para um contexto semelhante e, a partir disso, gerar o seu próprio teste. Outro uso valioso é automatizar tarefas repetitivas. Coisas como: 1. Converter HTML de um template de site ou sistema em componentes React; 3. Gerar estruturas iniciais de código ou snippets repetitivos; 5. Utilizar sugestões de autocomplete para tarefas de codificação, economizando horas de trabalho manual. No passado, buscávamos soluções como essas no Stack Overflow (exceto automações). Hoje, a IA pode acelerar esse processo, mas o verdadeiro valor está em filtrar, adaptar e aprender com o que ela oferece — não em rejeitá-la por princípio, nem em depender exclusivamente de “vibe coding”. Em resumo: use a IA como parceira estratégica, ganhe tempo com tarefas manuais e concentre-se em resolver problemas de forma inteligente.  ( 6 min )

Every developer has their little comfort zone — a setup that just feels right. Here’s what my daily workspace looks like: It’s simple, but it works. The less I overcomplicate my setup, the more I focus on building. What’s that one tool in your dev setup you can’t live without? frontenddevelopment #webdevelopment #vscode #bootstraptips #productivity #codinglife  ( 6 min )

Improper Credential Usage (M1) tops the OWASP Mobile Top 10 (2024) because it hits the core of mobile security: protecting secrets and sensitive data. This vulnerability occurs when apps mishandle credentials — whether hardcoded API keys, tokens, or user authentication data — within insecure client environments. For React Native and Expo developers, this issue is particularly severe. Since the JavaScript bundle ships with the app, anyone with basic reverse-engineering tools can easily peek into the source, exposing credentials you thought were “hidden.” Let’s break down what this means for you — and how to fix it properly. Improper Credential Usage arises when developers treat the mobile client like a private backend. The problem? Your app code runs entirely on the user’s device, meaning a…  ( 8 min )

TL;DR golangci-lint v2.6.0 adds the new modernize analyzer. It surfaces suggestions to adopt modern Go features from the standard library (e.g., strings.CutPrefix, slices.Contains, maps.Clone) and language (any). Previously the tool was available as a separate binary, but it'll receive much more exposure now being included in golangci-lint. The modernize analyzer suggests clearer, more idiomatic code by using newer Go features. Each diagnostic includes a suggested fix designed to be behavior-preserving. Many improvements rely on Go ≥1.21 features. If your module uses an older go version, you'll see fewer suggestions and some fixes won't apply cleanly. Before: if strings.HasPrefix(s, "llama") { s = s[len("llama"):] } After: if after, ok := strings.CutPrefix(s, "llama"); ok { s = after } Before: found := false for _, v := range xs { if v == needle { found = true break } } After: found := slices.Contains(xs, needle) Before: dst := make(map[string]int, len(src)) for k, v := range src { dst[k] = v } After: dst := maps.Clone(src) Before: var x interface{} After: var x any In .golangci.yml: linters: enable: - modernize Or via CLI: golangci-lint run --enable modernize Optionally apply fixes automatically (where supported): golangci-lint run --enable modernize --fix I originally enabled modernize for CoreDNS in coredns/coredns#7536. I went through the analyser findings and applied fixes. To keep future code changes from diverging from modernize, I added a separate CI step that failed if modernize produced a non-empty diff. This worked fine. Now with golangci-lint v2.6.0 out, I refactored this in coredns/coredns#7645. The reflecttypefor had a number of changes that will need to be addressed separately. Nice and clean now.  ( 7 min )

What if “going green” was just a cover? Meta’s jaw-dropping 1 GW solar buy isn’t about virtue signaling or corporate climate gloss. It’s a strategic leverage play so big—and so misunderstood—it could rewrite the future of tech dominance. While headlines focus on feel-good sustainability, Meta is quietly building a fortress of operational power. The real question: why is nobody talking about the hidden muscle behind this deal? ## The Real Game: Leverage, Not Sustainability Almost every company brags about renewable energy these days. But Meta’s 1 gigawatt solar buy is not just another pat on the back for ESG compliance. Instead, it’s a calculated seizure of leverage in the areas that actually matter: cost control, regulatory risk, and operational resilience. Meta is locking in near-zero mar…  ( 7 min )

As developers, we understand the power of data. We instrument our applications, analyze performance metrics, and debug with precision. Yet, when it comes to trading—one of the most data-rich activities possible—many of us rely on gut feelings and scattered notes. I was guilty of this too, until I treated my trading like a production system that needed proper monitoring. That's when I discovered Scope360, and it fundamentally changed how I approach the markets. The Problem: Trading Without Data is Like Debugging Without Logs Think about the last time you faced a production bug without proper logging. You're blind. Now imagine trying to improve your trading performance without tracking your trades. It's the same problem. Before Scope360, my "trading journal" was a mess of screenshots and h…  ( 7 min )

Hey everyone 👋 publishes data inside ROS2. This post will walk you through everything I did — step by step — so you can do the same on your system. ⚙️ Step 1: Creating a New Package cd ~/ros2_ws/src ros2 pkg create --build-type ament_cmake pkg_2 What this does: Creates a folder named pkg_2 Generates the necessary files: CMakeLists.txt, package.xml, include/, and src/ Sets up a C++ ROS2 package ready for your node Your structure should look like: pkg_2/ ├── CMakeLists.txt ├── include/pkg_2/ ├── package.xml └── src/ 🧩 Step 2: Writing the Node cd pkg_2/src nano my_node.cpp This node doesn’t publish yet — but it’s alive and running, ready to communicate. Editing CMakeLists.txt This tells ROS2 how to compile your C++ node and link it with the rclcpp library Updating package.xml Open:…  ( 7 min )

Introduction “Work expands to fill the time available for its completion.” We often, unintentionally, stretch our work to match the time we’re given. A similar phenomenon can be seen when, for example, we create a generous schedule only to find that the extra time quickly gets filled anyway. In other words, whenever we create “room” in our schedule, we naturally tend to fill it up. Parkinson’s Law points out the problem that “work expands to fill the available time,” but it doesn’t offer a concrete solution. In this article, we’ll look at one way to approach the issue: the idea that the true cause of time expansion lies not in the amount of time, but in the vagueness of purpose. For instance, if you start working with the vague goal of “finishing a presentation,” you’ll keep revising en…  ( 8 min )

The Promise It is no secret that Cloud platforms have been adopted by most organisations for running their infrastructure. Virtualization of infrastructure brings many advantages. In the early 2000's I had to pay for the hardware and have it physically installed in a data center. You had to pay for a lease to host it. This was expensive and involved. With Cloud based Virtual Machines we could spin up a machine at a moments notice, perform some work and then tear it down, paying only for the time it was up. Then along comes Docker and containerization, which reduces the footprint for an instance and makes it possible to easily scale based on a image. Then comes Kubernetes to help manage those containers and configure the networking and create internal networks to interconnect your micro-…  ( 10 min )

Introduction: When "Ordinary" Won’t Do You want his birthday to feel extraordinary—not just another routine celebration. He deserves something that reflects how special he is: something luxurious, thoughtful, and uniquely him. That’s where luxury birthday presents for your boyfriend in the UK come in—gifts that go beyond utility and trendiness to become statements of affection. Enter the curated, sophisticated selection at Belvedere Collections, especially their “His Birthday” range, designed to blend elegance, personalization, and premium quality. In this article, we’ll explore why luxury gifts matter, how to pick the right one, and showcase categories that are sure to dazzle him. Luxury isn't just about a higher price tag—it's about distinctiveness, craftsmanship, and emotional impact.…  ( 8 min )

In today’s hyper-competitive software landscape, traditional monetization models can’t keep up with evolving customer expectations or dynamic market conditions. Companies that rely solely on static pricing models and manual revenue management workflows are losing ground to competitors who use real-time data to adapt faster. The next evolution in SaaS growth strategy isn’t just about better pricing—it’s about creating intelligent monetization systems that continuously align product value with customer willingness to pay. For decades, software businesses have treated pricing as a one-time project: define tiers, set rates, and adjust annually. But in practice, customer behavior changes far faster than most pricing cycles can handle. Modern SaaS companies are moving toward adaptive monetizatio…  ( 7 min )

Organizations today struggle with data scattered across multiple databases, cloud platforms, and systems, making it difficult to extract meaningful insights and drive business decisions. Traditional data integration approaches often involve complex, time-consuming processes that create data silos and limit accessibility. Data federation emerges as a powerful solution that creates a single, virtual view of distributed data sources without requiring physical data movement or duplication. This approach enables businesses to query and analyze information from various systems as if they were accessing a single database, dramatically improving data accessibility, reducing costs, and accelerating time-to-insight for analytics and decision-making processes. Data federation represents a modern ap…  ( 9 min )

Hello Forem contributors and community members! This week saw a flurry of activity focused on introducing and refining a brand new feature: the Community Hub. We also merged several key fixes to improve content creation and notifications. The highlight of the week is the introduction of the new Community Hub page! This new feature provides a central place for community interaction and discovery. The initial implementation was quickly followed by a series of rapid tweaks to refine the user experience and interface. #22519 benhalpern posted on Oct 29, 2025 What type of PR is this? (check all applicable) [ ] Refactor [x] Feature [ ] Bug Fix [ ] Optimization [ ] Documentation Update Description Experimental new page which aggregates a bunch of community stuff into …  ( 9 min )

Convert Mass and Weight Units Convert weight measurements instantly for international shipping, fitness tracking, recipes, or jewelry weighing. Need to convert kg to lbs for luggage weight? Or convert ounces to grams for precise cooking? Quickly convert pounds to kilograms, tons to kilograms, or work with specialized units like troy ounces for precious metals and carats for gemstones. Try it at https://unitconverter.docfather.name.ng/mass  ( 6 min )

DevScribe currently puts your entire project docs in ONE file. Should I split it up? Quick context: I built DevScribe - an all-in-one offline desktop app that combines docs, system design, API testing, database tools, and code execution in a single workspace. Right now it creates a single document with: Think of it as Notion + Draw.io + MySQL Workbench + Replit + Postman all in one document. No more switching between 5 different tools to document your project. [Runnable Java/JS/TS/SQL/Shell code] But some users are asking for separate files: /docs ├── architecture.md ├── api-docs.md ├── database.sql └── queries.sql The debate: Team A: "One file = one source of truth. Love it!" Team B: "Separate files = better git workflow" Team C: "Why not both? Make it configurable" I'm considering this for v2. What would work better for your workflow and why? Currently leaning toward making it configurable, but wondering if that's overengineering it. Share your documentation structure preferences below! 👇 https://devscribe.app  ( 6 min )

Welcome back to Cybersecurity Weekly! password safety and the new login technologies — passkeys and biometrics — that are replacing traditional passwords in 2025. Weak or reused passwords remain one of the biggest security gaps. In 2025, hackers use AI-powered bots to crack logins faster than ever. A single compromised password can expose your client files, payment accounts, and marketplace profiles. Freelancers often juggle dozens of tools, so managing all those passwords safely is a challenge. It’s time to adopt safer, smarter options. Passkeys replace passwords with secure cryptographic keys stored on your device. You log in using your fingerprint or face — no typing, no phishing risk. Google, Apple, and Microsoft already support them. Biometrics verify your identity through fingerprint…  ( 7 min )

Hi everyone, 👋 I’m Mukkera Pavan Kumar, and I’m officially open to new opportunities — where I can combine community, data, and innovation to make a real impact. Over the past few years, I’ve realized something powerful: every product, campaign, or event is only as strong as the people who believe in it. 🌍 My Journey My story began in India, where curiosity led me to study Computer Engineering. But I didn’t stop at writing code — I wanted to connect ideas with people. That passion led me to create Technical Spaces, a platform that helped hundreds of students and startups gain access to technical mentorship, events, and workshops. Later, I joined Reskilll as an Azure Developer Community Lead, organizing and leading events like Azure Copilot Day and AI Agents in Action — both supported by …  ( 7 min )

Imagine waking up, grabbing your phone to check emails, editing a document on your laptop during breakfast, and then switching to your tablet later in the day—all without worrying about saving or transferring files. How? Welcome to cloud computing ☁️—the invisible tech powering your digital life! Think of cloud computing like a public library for your data. Instead of storing all your books (files, images, videos) on a shelf at home, you keep them in a giant, secure library in the sky ✨. When you want a book, you just log in anywhere with internet and it’s there—ready to use! But just like a real library, you NEED internet to visit. No internet = no access to your cloud-stored files. For example, when you save your vacation photos on Google Drive, they’re kept safely on Google’s servers a…  ( 8 min )

Why I Built Another Feedback Tool Let's be honest - the market doesn't need another feedback tool. But I needed one I could afford. As a freelance developer at Daring Designs, I was paying $59/month for Marker.io. Great tool, but the price stung every month. So I did what every developer does when faced with a recurring cost: "How hard could it be to build this myself?" Narrator: It was harder than that. Most feedback tools fail not because of features, but because of friction. Clients don't want to: Create another account Remember another password Learn another platform Check yet another tool for updates So I built Notedis with one key feature: clients can reply via email, and their feedback automatically appears on visual boards. One thing I learned from using feedback tools: if insta…  ( 9 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less is a new CinemaSins video where the team lovingly roasts Tim Burton’s Frankenweenie, tallying every “sin” while celebrating the film’s charm now back in theaters. Their signature snark (and plenty of Franky-boy jokes) keeps it fun for die-hard fans and newcomers alike. The description also points viewers to even more content—CinemaSins’ website, YouTube channels (@TVSins, @CommercialSins), social hubs (Discord, Reddit, Instagram, TikTok), a fan poll and a Patreon—so you can dive deeper or support the crew directly. Watch on YouTube  ( 6 min )

Can We Make the Cut in Our Return to Pro Golf? The Bryan Bros are back on the course, teeing off in an Asian Tour International Series event and wondering if they can survive the cut on their return to pro golf. Along the way, they’re keeping fans in the loop with behind-the-scenes updates via their newsletter, Discord community, and live streams on Twitch. They’ve also lined up all their favorite gear sponsors—Foresight Sports launch monitors, Bushnell laser rangefinders, LAB Putters, Takomo clubs, Rhoback apparel, and Bruce Bolt gloves—and dropped discount codes so you can kit out your bag too. Stay tuned to see if they make the weekend! Watch on YouTube  ( 6 min )

Every marketer has asked this question at some point: which campaign actually worked? I’ve lived inside this problem for years. And somewhere between late-night data audits and conversations with developers, I realised something important: To fix attribution, marketers have to start thinking like engineers. The attribution gap nobody prepared for The old, cookie-heavy world made tracking easy — but never accurate. Multi-touch attribution models collapsed because they depended on external identifiers. That’s when I decided to build a first-party attribution framework — one that respects privacy yet restores clarity. Designing a privacy-first attribution framework Here’s the simple idea: track less, but track better. Instead of chasing every signal, I built a closed-loop system using tools m…  ( 8 min )

Let us have two components, A and B. So whatever component we traverse after A must appear before A in the final output — like B, A — so that if we get an edge B → A, it satisfies the rules of topological sorting. But in an array, we can only insert efficiently at the end (inserting at the front is costly). So we just keep inserting at the end, getting something like A, B, but knowing we’ll reverse it later to become B, A. However, that final reversal would also flip the internal order of each component (A and B). So when the global reversal happens, we get B, A, where both B and A keep their correct internal ordering. void swap(int* A, int* B) { if (A == B) return; *A = *A ^ *B; *B = *A ^ *B; *A = *A ^ *B; } void DFS(size_t i, vector>& graph, vector& vis, vector& solution) { size_t m = graph.size(), n = graph[i].size(); vis[i] = 1; for (size_t j = 0; j topologicalsort(vector>& graph) { size_t m = graph.size(); vector vis(m, 0); vector solution; for (size_t i = 0; i < m; i++) { if (!vis[i]) { DFS(i, graph, vis, solution); } } size_t lt = 0, rt = solution.size() - 1; while(lt < rt) { swap(solution + lt, solution + rt); ++lt, --rt; } return solution; }  ( 7 min )

Introduction In this article, I’ll share my journey of implementing an MQTT 5.0 client in Go. Why build an MQTT client when libraries like Paho already exist? Because I enjoy writing clients, it’s a playground for fun concepts like protocol parsing, networking, concurrency, and performance tuning. github repo: https://github.com/MonsieurTib/gmqtt MQTT 5.0 specifications : https://docs.oasis-open.org/mqtt/mqtt/v5.0/os/mqtt-v5.0-os.html Part I : Connecting to the Broker 1. Understanding MQTT 5 Data Types MQTT is a standard messaging protocol for IoT. It's designed as a lightweight pub/sub messaging transport for connecting remote device with small footprint and low bandwidth usage. MQTT 5 introduces several data types that are important for building a client from s…  ( 17 min )

Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins just hit us with a Halloween-themed roast of Sinners, cheerfully calling it one of the greatest genre flicks ever… and then gleefully nitpicking every moment in under 15 minutes. Expect the usual pun-laden sins, spooky Easter eggs, and their signature “so bad it’s good” deep dive. Wanna join the fun? Head to cinemasins.com for more videos, check out TVSins, CommercialSins and the CinemaSins Podcast Network on YouTube, drop your thoughts in their “sinful” poll, or hang out on Discord and Reddit. If you love what they do, show some extra love on Patreon! Watch on YouTube  ( 6 min )

Caravan of Garbage kicks off a four-week deep-dive into the Predator franchise with the 1987 classic starring Arnold Schwarzenegger, and they’re not holding back – calling it the ultimate ’80s action-sci-fi mash-up, complete with big muscles, mud, lasers, explosions and an invisible alien. For more nerdy goodness, they’ve got an extended audio edition, bonus podcasts, movie commentaries and Let’s Plays on bigsandwich.co, plus all the usual subscribe links, Twitter handles, Patreon and merch hookups. Watch on YouTube  ( 6 min )

This is analog of TURBO button of modern days. # Get the ID and security principal of the current user account $myWindowsID = [System.Security.Principal.WindowsIdentity]::GetCurrent() $myWindowsPrincipal = new-object System.Security.Principal.WindowsPrincipal($myWindowsID) # Get the security principal for the Administrator role $adminRole = [System.Security.Principal.WindowsBuiltInRole]::Administrator # Check to see if we are currently running "as Administrator" if ($myWindowsPrincipal.IsInRole($adminRole)) { # We are running "as Administrator" - so change the title and background color to indicate this $Host.UI.RawUI.WindowTitle = $myInvocation.MyCommand.Definition + "(Elevated)" # $Host.UI.RawUI.BackgroundColor = "DarkBlue" clear-host } else { # We are not running "as Administrator" - so relaunch as administrator # Create a new process object that starts PowerShell $newProcess = new-object System.Diagnostics.ProcessStartInfo "PowerShell"; # Specify the current script path and name as a parameter $newProcess.Arguments = $myInvocation.MyCommand.Definition; # Indicate that the process should be elevated $newProcess.Verb = "runas"; # Start the new process [System.Diagnostics.Process]::Start($newProcess); # Exit from the current, unelevated, process exit } Set-MpPreference -DisableRealtimeMonitoring $true start-sleep -seconds 2  ( 6 min )

Remember when every tech problem was solved by “just add more RAM”? Yeah, welcome to the AI era — where “just add more GPUs” is the new religion. And it works, don’t get me wrong. The scaling laws are real: make the model bigger, feed it more data, crank up the compute —> boom, better results. Every AI lab’s PowerPoint deck glows brighter with those sweet logarithmic curves. But here’s the catch: every doubling in compute now gives you… a few percent improvement. That’s like dropping ten grand on a new rig to make your build time 3 seconds faster. Technically progress, spiritually bankruptcy. The Data Wall Is Coming By 2026, we’ll hit the “data wall” — we’ve basically used up all high-quality human text, code, and images. After that, models start eating their own tail: training on syntheti…  ( 8 min )

🌍 ¿Por qué Java sigue siendo tan importante en pleno 2025? Han pasado casi 30 años desde que Java apareció por primera vez, y aún hoy sigue siendo uno de los lenguajes más utilizados en el mundo del desarrollo backend. Su lema original, “Write once, run anywhere”, sigue más vivo que nunca: el código Java puede ejecutarse prácticamente en cualquier sistema, lo que lo ha mantenido como un estándar en empresas de todos los tamaños. De hecho, se estima que Java se utiliza activamente en más de 120 países para proyectos backend, desde aplicaciones bancarias hasta plataformas de streaming, sistemas de salud y soluciones empresariales complejas. Entre ellos, India, Estados Unidos, Alemania y España destacan como grandes centros de talento Java, pero India lidera ampliamente el uso de Java en entornos backend, gracias a su enorme ecosistema de desarrolladores y empresas que confían en su estabilidad y escalabilidad. 🚀 La evolución de Java: del código clásico al Java moderno Si pensamos en el Java de los 2000, lo recordamos como un lenguaje robusto pero muy verboso. Y la evolución no se detiene. En Java 25, encontramos mejoras notables en rendimiento, la madurez del Project Loom (concurrencia ligera con virtual threads), y una sintaxis más clara con pattern matching y record patterns, que simplifican enormemente el trabajo diario de los desarrolladores. 🤖 Java en la era de la inteligencia artificial El auge de la IA no ha dejado a Java atrás. Spring Boot, Quarkus o Micronaut, demostrando que Java continúa siendo el motor del backend empresarial… incluso en la nueva era de la inteligencia artificial. 💬 En resumen Java no es solo un lenguaje que sobrevivió al paso del tiempo; es un lenguaje que ha sabido adaptarse y reinventarse. Java no está envejeciendo. ☕  ( 7 min )

This year marked my third time participating in Hacktoberfest, and it was by far the most rewarding. I contributed to seven different repositories, primarily focusing on frontend development using TypeScript and React. Working with these technologies is a passion of mine, and it was great to see how my contributions helped improve various projects. I love building user interfaces that make tools more usable and enjoyable for everyone. During Hacktoberfest, I worked on fixing bugs, enhancing accessibility, and optimizing UI components, often working closely with maintainers and other contributors around the world. It was a fantastic experience collaborating on code that reaches real users. One of the most exciting moments was earning the Hacktoberfest T-shirt. It’s a small but meaningful badge that represents my effort and commitment. Additionally, I had a tree planted in my name through Treenation, which was a beautiful surprise. I also earned a variety of digital badges from Holopin that I can showcase on my profile to demonstrate my ongoing engagement with open source. Participating for a third time allowed me to reflect on my growth. I took on more challenging issues and worked with larger teams, which boosted my confidence and skills. The rewards added an extra layer of motivation. Collecting badges and seeing the tree planted made me feel like my work had a positive impact beyond just code. Hacktoberfest has become a yearly tradition that reminds me how fulfilling open source work can be. I plan to continue contributing, especially to projects friendly to newcomers and those that use TypeScript and React. Whether it’s fixing bugs or adding new features, I look forward to making an even bigger impact next year. Thanks to Hacktoberfest, I feel inspired to keep learning, coding, and giving back to the open source community. It truly is about growing together and making a difference.  ( 7 min )

In my last post I covered the Swarm pattern and how multiple specialized agents can collaborate dynamically like an ant colony.👇🏼 Strands Multi-Agent Systems: Swarm Laura Salinas for AWS ・ Oct 24 #aws #agents #ai #learning In this post we'll dive deeper into another of those patterns, Graph. I'll share code snippets and a the repo with examples that you can follow along. While Swarms are all about autonomous collaboration and dynamic handoffs, the Graph pattern brings structure and determinism to multi-agent orchestration. You can think of it as the difference between a jazz band improvising together versus a symphony orchestra following a conductor's score. While both can be powerful, they ultimately serve different purposes. A Graph in Strands is a deter…  ( 9 min )

🧠 Frontend System Design: CSS, CSSOM, and DOM Frontend System Design: CSS, CSSOM, and DOM Rendering Steps 2. How Rendering Flows (Critical Path) 3. How CSS Starts Rendering Progressive Rendering Techniques Goals in Frontend System Design BEM (Block Element Modifier) Tailwind CSS (Utility-First) CSS Modules 7. Trade offs: Developer Velocity vs Runtime Efficiency 8. System Design Analogy Summary Table When you enter a URL or load a page, the browser rendering pipeline begins. HTML Download & Parse Browser starts downloading the HTML. It parses the HTML sequentially (top to bottom). As it parses, it builds the DOM Tree (Document Object Model). Example: Hello → DOM Tree: Document └── div.card └── h2 CSS Download & Parse Browser se…  ( 9 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles. " ✨ Another year, another Hacktoberfest community event and more involvements! ✨ " Hacktoberfest is all about discovery, community, and contributing to open source — but it’s also about personal growth and challenging yourself. As in previous years, I'm participating in Hacktoberfest 2025 🙌 and once again pushed myself to grow! I continue contributing to Animation Nation as both a maintainer and contributor, with a growing focus on creating meaningful impact within the project. The repo focuses on collecting CSS animations — an awesome opportunity for contributors to practice styling and animation skills every year. While the main purpose is animation submissions, we also occasionally welcome meani…  ( 7 min )

Breaking Free from Bias: AI Revolution Heats Up! 🚀 The pursuit of unbiased AI systems has reached a critical juncture, with the recent unveiling of "Causal Attention" by researchers at MIT. This groundbreaking technique is poised to revolutionize the detection and mitigation of AI biases by analyzing cause-and-effect relationships in data. By doing so, Causal Attention has the potential to identify biases that have eluded detection in the past. The underlying issue of AI bias stems from the inherent limitations of machine learning algorithms, which often perpetuate existing societal prejudices. In many cases, these biases can be so subtle that they go unnoticed, resulting in unfair outcomes for certain individuals or groups. For instance, facial recognition systems have been shown to misclassify darker-skinned individuals, leading to potential security breaches and social injustices. Causal Attention's innovative approach involves analyzing the causal relationships between va... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

I just reviewed an enterprise client's AWS bill: $85,000 for the month. This wasn't a scaling success story—it was a collection of expensive mistakes that could have been avoided. After 25 years in tech and 5+ years managing AWS infrastructure at enterprise scale across multiple organizations, I've seen (and made) every costly mistake in the cloud architecture playbook. The good news? You don't have to repeat them. These enterprise lessons apply even more at startup scale, where a $40K mistake isn't just a budget overrun—it's potentially the difference between your next funding round and shutting down. Here are the 7 most expensive AWS architecture mistakes I've encountered, the real-world pain they caused, and—more importantly—exactly how to avoid them. One of my enterprise clients built …  ( 15 min )

new project: nekkoscript I have decided that for my next personal project, I am going to learn how to make my own lil language that I'm calling nekkoscript. Originally, this was going to be interpreted into JavaScript, but after doing some research, I think I want to go with Typescript instead. but why? Why not? I have absolutely no clue what I am doing or even how to write my own language, just like my previous project devKataCLI. I find that if I go in completely blind and learn as I go, that success is far more likely. There is an internal drive to learn that pushes me daily, and that feral goblin is ravenous for knowledge. typescript? The decision to switch from JavaScript to TypeScript was pretty simple to me. I really admire how TypeScript functions and how strict it is with types. I find it forces me to write cleaner code and need to be more present than when I write JavaScript (that is probably just a me problem, but I'm trying to work with my weaknesses here). second language? I was told as a kid, "go big or go home". Well... I am at home already so, I guess I gotta go big. After I finish nekkoscript, I want to work on my own fully compiled programming language. For this one, I will probably lean on Rust (it fascinates me). is that all? For now? Yes. These are some really big goals I have set for myself and I am ecstatic to work on them! Currently, I am following this tutorial series on youtube on making a TypeScript Interpreter. I highly recommend check it out if this topic has piqued your own lil learning goblin. >nikko the nekko header. wip  ( 7 min )

How AI Tools Are Changing Code Reviews Naji Louis ・ Oct 31 #codereview #ai #githubcopilot #softwaredevelopment  ( 6 min )

📈 Measuring Multimodal AI Success: A Key Metric In my research, I've found that a crucial metric for assessing multimodal AI systems is the "Multimodal Consistency Coefficient" (MCC). It calculates the correlation between modalities, such as speech, text, vision, and gestures, to evaluate how well the AI system integrates and synchronizes its outputs across different input channels. A high MCC score indicates that the AI system can effectively fuse information from various sources to produce consistent and accurate results. For instance, consider an AI-powered chatbot that can understand voice commands, read text inputs, and recognize visual cues. To measure its multimodal consistency, the MCC score would analyze the correlation between the chatbot's responses to voice commands, text inputs, and visual cues. If the chatbot consistently produces accurate and relevant responses across all modalities, the MCC score would be high. The MCC score can be calculated using various statist... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Breaking the Curse of Dimensionality: A Game-Changer for Large-Scale Multi-Task Learning The Transformer architecture has revolutionized the field of natural language processing (NLP) and beyond, achieving state-of-the-art results in a wide range of tasks. However, its reliance on self-attention mechanisms comes with a significant cost: memory requirements that skyrocket with the size of the input. This limitation has made it challenging to apply Transformer-based models to large-scale multi-task learning, where the model needs to process vast amounts of data and multiple tasks simultaneously. The Curse of Dimensionality The curse of dimensionality refers to the phenomenon where the number of data points required to accurately model a high-dimensional space grows exponentially with the dimensionality. In the context of Transformer-based models, this means that the number of attention weights, model parameters, and memory requirements increase exponentially with the input ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

October 2025 will always hold a special place in my coding journey. Before Hacktoberfest, I had heard about open source countless times. It always fascinated me — the idea of thousands of developers collaborating from around the world. But deep down, I wondered, “Can I really do it? Will my code ever be good enough?” This Hacktoberfest, I decided to stop doubting and start doing. MY FIRST PULL REQUEST SIX PRs, INFINITE LESSONS Here’s what I learned: How to understand and navigate someone else’s codebase How to write cleaner, more maintainable code How to communicate effectively with maintainers How small contributions can make a big difference Every merge wasn’t just a contribution — it was a confidence boost. WHAT'S NEXT If you’re reading this and wondering whether to participate next year — do it. FINAL THOUGHTS It showed me that every line of code can grow into something meaningful — just like that little tree planted somewhere in the world because of a simple pull request. And that’s the beauty of open source — when you give, you grow. 🌿  ( 7 min )

Code review has always been one of the most important parts of software development. But let’s be honest — code reviews can also be time-consuming and repetitive. Traditionally, a developer submits a pull request (PR), and another developer manually reviews it: Check for syntax or formatting issues Ensure naming and structure are consistent Verify logic and potential edge cases Suggest improvements or simplifications It’s an important process, but it often slows things down — especially in teams where everyone is busy coding. AI tools like Copilot (by GitHub) and CodeRabbit are helping automate parts of this process. GitHub Copilot It can: Generate summaries of code changes Suggest possible issues or improvements Even write comments automatically on pull requests So instead of spending tim…  ( 8 min )

A minimal, clean speech-to-text menu bar application for macOS using OpenAI's Whisper. You can download the script here. 🎤 Push-to-talk: Hold Option key to record, release to transcribe 📋 Auto-clipboard: Transcribed text automatically copied to clipboard 🔄 Model selection: Switch between tiny, base, small, and medium models 🎯 Clean & minimal: Simple interface, ~300 lines of code macOS (tested on macOS 10.15+) Python 3.8 or higher Microphone access permissions Copy the whisper-push-to-talk.py somewhere Install uv and run: uv run whisper-push-to-talk.py Note: On macOS, you may need to install PortAudio first for PyAudio: brew install portaudio Grant microphone permissions to Terminal/your Python app when prompted The app will: Show a microphone icon (🎤) in your menu bar Load the Whisper model in the background (first run may take a moment) Display "Ready" when ready to use Option key: Hold to record, release to transcribe, Text appears in clipboard → Ready to paste anywhere Click the menu bar icon → Model → Select your preferred model: tiny: Fastest, lowest accuracy (~1GB) base: Good balance (default, ~1GB) small: Better accuracy (~2GB) medium: Best accuracy (~5GB) Click the menu bar icon → Quit MIT License - Feel free to modify and distribute Built with OpenAI's Whisper model for speech recognition.  ( 6 min )

The future of healthcare is undergoing a paradigm shift, driven by the advent of artificial intelligence (AI) and machine learning (ML) technologies. We're witnessing a transformative transition from mere disease detection to a more holistic approach of precision wellness. This innovative leap enables healthcare providers to adopt AI-driven predictive analytics and personalized health optimization strategies, revolutionizing patient care and outcomes. Imagine a healthcare system where AI-powered algorithms can analyze vast amounts of medical data, predict disease risk, and identify high-risk patients in real-time. With this foresight, healthcare professionals can intervene proactively, preventing illnesses from taking hold and reducing the likelihood of costly treatments down the line. Precision wellness with AI takes it a step further by focusing on the individual's unique needs and health goals. By incorporating advanced analytics, genomics, and wearable device data, healthcare ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

How an Apparel Business Gets Built | Trap Draw, Ep 366 Neil and TC hit Upstate New York and sit down with Alex Holderness and John Bourne to unpack how they turned their side-hustle into the apparel brand Holderness & Bourne. They dig into backstories, launch hurdles and the surprising parallels between their journey and NLU’s own underdog story. Along the way, they give a shout-out to the Evans Scholars Foundation, big props to sponsors like ServPro, and invite you to join the No Laying Up newsletter, podcast channel or The Nest community for fewer ads, exclusive perks and a sweet annual gift. Watch on YouTube  ( 6 min )

If HashMap is all about speed, then TreeMap is all about order. Let’s explore what makes TreeMap unique and when to use it 👇 🧠 What Is a TreeMap? A TreeMap in Java is a sorted map implementation based on a Red-Black Tree (a type of self-balancing binary search tree). It stores key-value pairs just like a HashMap, import java.util.TreeMap; public class TreeMapDemo { public static void main(String[] args) { TreeMap users = new TreeMap(); users.put(3, "Ali"); users.put(1, "Sara"); users.put(2, "Omar"); System.out.println(users); } } Output: {1=Sara, 2=Omar, 3=Ali} Notice how it sorted the keys automatically 🔥 ⚙️ How It Works Internally TreeMap uses a Red-Black Tree to store entries. When you insert a key, it finds its …  ( 8 min )

Most AI code review tools generate 10-20 comments per PR. The problem? 80% are noise. Here's a framework for measuring signal-to-noise ratio in code reviews - and why it matters more than you think. You open a PR. Your AI code review tool leaves 15 comments: "Consider making this timeout configurable" "Remove unused theme variable" "Use theme values for consistency" "Remove unnecessary optional chaining" "Consider memoizing headers" ...10 more suggestions Somewhere in there are 2 critical bugs that would crash production. Will you find them? Research analyzing 22,000+ AI code review comments across 178 repositories found that concise, focused comments were far more likely to lead to actual code changes [2]. Translation: when you spam developers with suggestions, they ignore everything—i…  ( 9 min )

‘Halloween II’ Podcast Recap The Ringer’s Bill Simmons, Chris Ryan, and Van Lathan dive headfirst into the 1981 sequel Halloween II (starring Jamie Lee Curtis and Donald Pleasence), admitting they’re still figuring out what death really means. Along the way, they quiz whether Michael Myers is the greatest horror movie villain of all time and reminisce about the film’s most rewatchable moments. They break the episode into three juicy segments—Is Michael Myers the GOAT Villain? (1:41), Most Rewatchable Scene (33:13), and The Categories (55:51)—with producers Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo keeping the conversation on track. Don’t forget to catch more Ringer content on The Ringer-Verse and Bill Simmons YouTube channels! Watch on YouTube  ( 6 min )

Building an Effective Internal Developer Portal (IDP) with Backstage: A Game-Changer for Large Organizations Bal Reddy Cherlapally ・ Jan 18  ( 6 min )

Media types (formerly known as a MIME types) is a standard way to describe the type and format of data being sent or received over the Internet. RFC 6838. email attachments but later adopted by HTTP and many other protocols. Example, when a web server sends a response: HTTP/1.1 200 OK Content-Type: text/html Hello, World! The header Content-Type: text/html tells the browser that the body contains HTML, so it should render it as a web page. A MIME/Media type consists of just two parts: a type and a subtype, separated by a slash (/) type/subtype The type is the general data category (e.g., video or text), while the subtype is the specific format within that category (e.g., html or plain for the text MIME type). For a complete list of all official MIME types, se…  ( 7 min )

Hacktoberfest has always been a nice start for contributors. This year I contributed into two repositories. I got two prs merged at forem/forem this year. I recently found out that there's actually a dev badge for contributing to forem as well. I hope I'll receive it too if someone notice the post haha 😄 The other repository I found was from the digital ocean's discord and I did some really meaningful contributions. The maintainer and I became good friends and he asked me if I wanna help him maintain the repository. So I was mostly maintaining the project alongside contributing to it as well. This year taught me how to properly manage a repository structure. how we can guide the contributors & how we help them get started. I've always been writing the structured code which is always good for others to understand and work on and I got really positive reviews from contributors as well that they really liked working on the issues that were assigned to them. I helped almost every contributor to do meaningful contributions, letting them know what exactly should we do clearly as communicating effectively is the key. I got one of my team member (friend) to get started with opensource and he's been really motivated to contribute more to opensource in the free time. I've even learnt some new tech alongside the working with open-source. contributing to forem helped me learn so many things how scalable products are made. Its really fun to study system designs :) At last I would say that this hacktoberfest has been really great for me. plus point is I got tees as well so I have something to show off too 😄 I hope u guys liked the post. I'm not really as good at writing but trust me, my code-bases are really clean & easy to navigate.  ( 6 min )

I have been using this little tool for a bit because I don't always get to have docker in some of the specialized environments or platforms I build for. I decided to polish it up and release it. Modern full-stack development is surprisingly complex: Multiple terminals: Frontend on port 3000, API on 4000, docs on 8080 Runtime management: Node 18 for one project, Node 20 for another Proxy configuration: Manually configuring nginx or setting up CORS Environment isolation: Global package pollution and version conflicts Process orchestration: Remembering which services to start in which order This complexity multiplies when you're working on multiple projects. Context switching becomes painful, and onboarding new developers means sharing a 50-step setup guide. Realm is a single CLI tool that re…  ( 10 min )

As part of my Flutter learning journey, I explored how to handle state and user interaction using StatefulWidget and setState(). Today, I built a small app that changes the background color when the screen is tapped — red to green and back again. 💡 What I Learned How to use a StatefulWidget to store and update data that affects the UI. How to use setState() to rebuild widgets when something changes. How to detect user actions using GestureDetector. 🧩 The Code void main() => runApp( class homePage extends StatefulWidget { @override class __myHomePage extends State { @override Color getColor() { 🎯 What’s Next Next, I plan to: Add a smooth color animation transition. Display text like “Tapped!” when the color changes. Continue mastering StatefulWidget before moving to more advanced Flutter concepts. 💬 Final Thought Every line of code is a step forward. If you enjoyed this, follow my journey as I keep learning Flutter and Firebase step-by-step!  ( 6 min )

A post by jackma  ( 5 min )

Artificial Intelligence I see the boom and I poke at AI. I've got a pretty good understanding of Artificial Intelligence (AI), Machine Learning (ML), and Data Science. I will NEVER say I'm an expert, but I can hold my own when necessary. My fear has always been misuse. I've heard stories ... People losing work. Databases getting deleted. Students using AI generated products and feeling the understand the content (code or otherwise). Is there a place for AI in the coding world? I firmly believe there is and that we're just beginning to scratch the surface of "good implementations." I also firmly believe that we've got more "poor implementations" than good. A friend of mine, someone that is a good developer, asked me to step in and help him learn CSS. This is a huge task, monumental. I sta…  ( 9 min )

How to move past the struggle for projects and create steady, high-value client work. Independent consultants often rely on introductions from their network to get their next client. They bill by the hour or by project scope. They close deals, but everything feels transactional and inconsistent. This is a plateau. Skill is strong, but long-term stability is missing. That’s why winning high-paying clients is key to building a successful consulting business. A single engagement can stabilize revenue, elevate credibility, and create new referral networks that keep paying off. These are the systems I’ve used to attract high-paying clients to my own consulting business, and coached other consultants on so they can do the same. Define What High-Paying Means for You High-value clients will look d…  ( 8 min )

The Future of Home Automation Just Arrived: 1X Technologies NEO Humanoid Robot shiva shanker ・ Oct 30 #robotics #futurechallenge #ai #devdiscuss  ( 6 min )

Ever wondered why every website's homepage is called index.html? Spoiler: it's not just a random choice, and the story is way cooler than you think. Picture this: you're learning web development, you create your first HTML file, and someone tells you, "Name it index.html." You do it without question. But then, maybe weeks or months later, you're lying in bed and suddenly think... "Wait, WHY index? Why not home.html? Or main.html? Or literally anything else?" Welcome to the club. Let's unpack this mystery together. Here's the plot twist: index.html has nothing to do with indexing your website's content. The name comes from the concept of an index in the old-school, library sense (you know, like the index at the back of a book or a library card catalog). Back in the early 1990s, when Tim Be…  ( 9 min )

In an era where businesses operate across multiple digital channels — from websites and mobile apps to IoT devices and progressive web experiences — one principle defines success: flexibility. Rigid, monolithic architectures can no longer keep up with the pace of change. What organizations need is an adaptable, API-first approach to content and commerce. That’s where Headless CMS Integration steps in. Developers and digital teams around the world are embracing headless systems because they remove the limitations that once slowed innovation. With decoupled content delivery and seamless integrations, businesses can build faster, scale smarter, and future-proof their digital experiences. At its core, a Headless CMS is a content management system that doesn’t dictate how content is presented. …  ( 9 min )

It seems like everywhere you turn, every company is trying to force AI down your throat and tell you just how much you need it. Searching Google? Let AI come up with the answer... Which would be great, except for the technical things I'm typically searching, it's wrong 80% of the time. It's maddening. Writing a post to LinkedIn? Let LinkedIn AI write it for you! Ugh, no, it loses the tone and my voice. Which isn't good or "refined" but it's... human. To be honest, I think the thing that frustrates me most about AI is that it's SO CONFIDENTLY wrong. And when I try to correct it, "You're absolutely right! Let me fix that." The agreeableness of AI drives me mad. Sometimes I just wish it would acknowledge it DOESN'T know the answer. That being said, Apple released research explaining why these…  ( 9 min )

Introducción Aurora DSQL de Amazon es una base de datos relacional distribuida y sin servidor, diseñada para manejar cargas de trabajo transaccionales de forma eficiente. Permite crear clústeres en una sola región o en múltiples regiones, conectarse a ellos y cargar esquemas de ejemplo. A través de la consola de administración de AWS y la herramienta psql, los usuarios pueden interactuar con la base de datos. Al finalizar la configuración, se obtiene un clúster de Aurora DSQL completamente funcional, listo para usarse en entornos de prueba o producción. Según la documentación, Aurora DSQL es compatible con ORMs y otras herramientas comunes utilizadas para interactuar con bases de datos en aplicaciones backend. En los ejemplos que se presentan a continuación, se mostrará de manera rápida …  ( 10 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Hey, folks! I'm Anirudhha, and this October has been a whirlwind — a firestorm of coding, learning, epic late nights, and pure developer joy. Buckle up, because this blog reflects every high and low, every victory, and every bug squashed during my Hacktoberfest 2025 ride. I joined Hacktoberfest hunting for projects that spark growth and creativity. After exploring issues on GitHub, my top two picks were: 100 Lines of Python Code: Build anything fun in just 100 lines! React Newbie Helpdesk: Perfect for flexing my frontend muscles and learning from real-world challenges. Why? I wanted projects blending community, mentorship, and technical impact. One challenge was optimizing code for …  ( 7 min )

I recently stumbled into the world of Rust—or, as they say in French, "Rouille." And let me tell you, it’s been a wild ride! Ever wondered why so many developers are jumping on this bandwagon? I mean, Rust isn’t just a trend; it’s making waves for a reason. I’ve spent countless evenings diving into its features, and I can’t wait to share my journey, a mix of excitement, confusion, and those "aha!" moments. So, let’s start with the basics. I was knee-deep in Python and JavaScript, vibing with their simplicity and flexibility, but I kept hearing the praises of Rust echoing in every tech podcast and blog. People were raving about its speed and memory safety. I thought, "What if I told you that low-level programming could be both safe and efficient?" Cue my curiosity! When I finally plunged in…  ( 9 min )

The switch statement is used to check multiple conditions and it runs different code block based on the matching value. If you use more number of if-else-if statements and you use a switch statements. If you use a switch statement the cleaner code, easy to understand. let day; switch(day) { case 1: console.log("Sunday") break; case : console.log("Monday") break; case 3: console.log("Tuesday") break; }  ( 6 min )

🧠 System Design: Facebook News Feed (Frontend) System Design: Facebook News Feed (Frontend) 1. General Requirements Top Level Layout Story Component StoryCard Comment Component CommentList Create Comment Component CreateComment Component Hierarchy 3. Data Entities 4. Data APIs 5. Data Store (Frontend State Management) 6. Infinite Scrolling (Old Feeds) 7. Real Time New Feeds via SSE 8. Complete Feed Flow A. Network Performance B. Rendering Performance C. JS Performance 10. Accessibility (A11y) 11. Example Flow: Combined Infinite Scroll SSE 12. Endpoint Summary Final Summary Display feed/stories from people the user follows. User can create posts (text, image, video). Users can Like, Share, and Comment. Should support Infinite Scrolling: Fetch older feeds as you scroll down. Show new …  ( 9 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections Hello everyone, I’m Anirudhha Adak — a web developer, open source enthusiast, and active participant in Hacktoberfest. Here’s a reflection on my open source journey throughout Hacktoberfest 2025, how it all began, and my thoughts for the future. This month was all about meaningful contributions! My focus was on the 100 Lines of Python Code challenge — an exciting community project where developers build creative mini-tools within 100 lines. I also worked on various JavaScript and React issues, sharpening my frontend and backend development skills. Each pull request I submitted was a unique learning experience: from debugging tricky modules to collaborating with maintainers on feature improvements. H…  ( 7 min )

In 2025, cybersecurity isn’t just a compliance checkbox—it’s baked into system design, deployment pipelines, and incident response workflows. As organizations accelerate cloud adoption, embrace remote collaboration, and integrate third-party services, the attack surface has expanded far beyond the perimeter. For engineering teams—especially in small or mid-sized companies without dedicated security staff—this creates a gap between what’s built and what’s protected. This post is inspired by original analysis from AI Cyber Experts and reframed for developers, DevOps engineers, and tech leads who need to understand how modern Managed Service Providers (MSPs) can complement (or even extend) their security posture. Why MSPs Matter to Technical Teams MDR/XDR with EDR agents on dev workstations and build servers Real Incidents, Real Lessons Change Healthcare (Feb 2024): A third-party remote access tool became the initial vector—underscoring supply chain risk in vendor integrations. Evaluating an MSP: Technical Criteria That Matter Do they integrate with your existing stack (SIEM, IAM, cloud providers)? Beyond Defense: Enabling Safe Innovation Reducing firefighting from preventable breaches Looking Ahead AI-driven anomaly detection in CI/CD pipelines Final Thought For additional context on evolving cyber strategies, refer to resources from AI Cyber Experts.  ( 8 min )

Ever find yourself writing the same replies over and over again? Yeah, me too. That's why I created Smart Reply Assistant, a Chrome extension that uses AI to suggest automatic replies for you. Gives you 5 smart reply options for any message Adjusts the tone – professional, casual, short and sweet, whatever you need Works with OpenRouter's AI models (even the free ones) Your API key, your control – totally private Easy to set up on cloud services or run locally Who's it for? Anyone tired of repetitive messages – freelancers juggling clients, support teams answering tickets, or just regular people who want to reply faster without sounding like a robot. Chrome extension (Manifest V3) Node.js backend Powered by OpenRouter API Install the extension Hook up your backend (or use Docker locally) 🔗 Grab it on GitHub: https://github.com/mahmud-r-farhan/smart-reply Could you stop wasting time on repetitive replies? Let AI handle the heavy lifting while you focus on what actually matters.  ( 6 min )

Issue #304 - Optimization, and more This article was originally published on GameDevDigest.com Enjoy! New Unity 6 profiling and performance e-books are live - Hey all. Your friendly neighborhood Unity Community Manager Trey here again. Earlier this year we updated our full suite of profiling and performance optimization e-books for Unity 6, and they’re all free. If you're working on anything with complex performance needs, these guides are packed with actionable examples and Unity consultant-backed workflows. Whether you're targeting console, PC, mobile, XR, or web, there’s something in here for you. old.reddit.com Market Insights Calculator - PlatformFirst, describe your game. What's the genre and where will people play it? This helps to see where your game fits in the market and est…  ( 34 min )

Can’t wait to be back in pro golf for an Asian Tour International Series event—our main goal? Make the cut and have a blast sharing every shot with you. Subscribe to the newsletter, hop into our Discord or catch us live on Twitch to stay in on all the behind-the-scenes fun. We’re putting gear from Foresight Sports, Bushnell, LAB Putters, Takomo, Rhoback and Bruce Bolt Gloves to the test (plus hooking you up with discount codes!). Don’t forget to follow on YouTube, Twitter, Facebook and Instagram for all the highlights and bloopers. Watch on YouTube  ( 6 min )

Jeff Su spent nine years teaching over 6,600 Googlers his slick CORE productivity system: Capture everything the moment it pops up, Organize with zero fuss, Review on a set schedule, and Engage by carving out dedicated execution time. It syncs with any app or tool you already love, kicks in as habit in about two weeks, and saves you from the “I’ll remember this later” trap. No more relying on willpower alone—just a clear, four-step loop that turns random ideas and tasks into a stress-free, actionable plan. Whether you’re using Notion, Google Keep, or good ol’ pen and paper, CORE helps you stay on top of every to-do without breaking a sweat. Watch on YouTube  ( 6 min )

Hello, everyone. Today, I want to discuss a pattern you might have encountered, even though it's not very common. This pattern is rarely used, but let's take a closer look at it. We'll explore when it should be applied and examine its advantages and disadvantages. The main point of this pattern is that it allows you to separate an algorithm from the object structure. In other words, if you have a complex class hierarchy and want to perform different operations without modifying these classes, the Visitor pattern is ideal. For example, consider having employees of two types: full-time and contractors. You may want to calculate taxes for each group, generate reports, or compute bonuses. Instead of adding new methods to every employee class, you can use the Visitor pattern to implement these…  ( 14 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back to roast Tim Burton’s black-and-white canine resurrection tale in under 15 minutes, gleefully pointing out every plot quirk, pacing hiccup and “science” fail—even though they secretly adore the movie. Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel all chip in their sinning talents to ensure no eyebrow goes unraised. While you’re giggling at their nitpicks, you can stalk them on Twitter, Instagram, TikTok and Reddit, join the Discord, vote in their sinful poll, dive into their other YouTube channels (@TVSins, @commercialsins), or back the team on Patreon for more hilariously unhinged movie dissections. Watch on YouTube  ( 6 min )

TL;DR CinemaSins is here to rip apart one of the best genre movies of the year in under 15 minutes—Halloween style—while pointing you to their main site, YouTube family (@TVSins, @commercialsins, @cinemasinspodcastnetwork) and a quick poll so they can learn more about you. Fancy supporting the mayhem? Hit up their Patreon. For all the latest, they’ve got a Linktree, a Discord server, a Reddit community, and socials on Twitter, Instagram and TikTok. Shout-outs to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel for making it all happen. Watch on YouTube  ( 6 min )

You have just started a business or are planning to launch your own tech startup. Amazing! But before you move too fast, take a minute and think—what really sets your company apart? Most likely, it’s your ideas, your technology, your unique brand. All of that is your intellectual property (IP). Safeguarding your IP is one of the smartest moves you can make early on. If you don’t, someone else could claim your best work, leaving your company exposed and vulnerable before it even gets off the ground. Here’s what every founder needs to know about protecting IP. What is intellectual property and why does it matter? Intellectual property is a legal term for creations of the mind—your inventions, product designs, brand name, logo, marketing materials, software, even processes or trade secrets. S…  ( 9 min )

Predator – Caravan of Garbage Predator – Caravan of Garbage kicks off a four-week romp through the first four Predator flicks, starting with Schwarzenegger’s 1987 classic. The hosts hail Predator as the ultimate ’80s action-sci-fi mash-up—think mud-spattered muscles, invisible alien hunts, laser blasts, and nail-biting creature design. Want more? Swing by bigsandwich.co for early videos, bonus podcasts, and game streams, follow James and Maso on Twitter, subscribe on YouTube, grab the TWP podcast on iTunes, and rock some merch to show your Predator pride! Watch on YouTube  ( 6 min )

Predator 2 – Caravan of Garbage Predator 2 hit theaters in 1990 to ride on the first film’s success, swapping Schwarzenegger’s jungle for Danny Glover’s crime-ridden, heat-wave–soaked LA. A new, nastier Predator awaits, and a surprise Gary Busey cameo adds an extra twist. It’s not a shot-for-shot reboot of the original, but if you’re cool with an urban spin on the hunt—and don’t mind a bit of chaos—it’s a fun, fresh take on the franchise. Watch on YouTube  ( 6 min )

Learn the key differences between ArrayList and LinkedList in Java with easy examples, use cases, and best practices to master Java collections confidently. Imagine you’re organizing a queue of people at a concert. Sometimes you need quick access to the fifth person in line, and other times, you just need to add or remove people from the queue efficiently. In Java programming, these real-life situations are handled by two powerful data structures — ArrayList and LinkedList. Both are part of the Java Collections Framework, and both implement the List interface. But the way they store and manage data is very different. Understanding when to use which one can make your Java programs faster, more memory-efficient, and easier to maintain. In this blog, you’ll learn the core differences between …  ( 8 min )

Medium Just Made Your Audience Invisible Let me tell you about the email I can't send. I've been writing on Medium for five years. Built up a decent following—nothing spectacular, but real people who clicked that "notify me by email" button because they wanted to hear from me specifically. Then one morning in April 2025, Medium changed the rules. Quietly. No announcement. No migration plan. Just a single line buried in their help docs: "Email addresses are no longer shared with writers when readers subscribe to receive email notifications about stories from a writer." Just like that, everyone who subscribed after April became invisible. I was setting up my own newsletter. Not to leave Medium—I still valued the platform—but to have my own channel. A backup. A direct line. You know, like e…  ( 12 min )

Product update from the CloudWise journey Many users struggled to monitor AWS spending in real-time, leading to unexpected bills. This came up repeatedly in user feedback, so I knew it needed to be prioritized. The feature includes: Real-time spending alerts Custom budget thresholds Detailed cost breakdowns Built using AWS Lambda and CloudWatch for seamless data aggregation and notifications. Users reported cutting costs from $2000/month to $200 by actively monitoring and adjusting workloads. Building this feature taught me: User feedback trumps personal roadmap preferences Simple solutions often work better than complex ones Shipping quickly beats perfect implementation Check out Cost Tracker in your CloudWise dashboard today! Always curious what the dev community thinks - what features would you find most valuable in an AWS cost optimization tool? Follow along as I build CloudWise in public. More updates coming soon!  ( 6 min )

Introduction When building a web application, you typically add authorisation checks to ensure that users can only access resources they are permitted to. For example, on a blogging platform, you'd want to ensure that users can only edit or delete their own posts, and not the posts of other users. If a user tries to access a resource they aren't authorised to, you'd typically return an HTTP 403 response, which pretty much means "Go away! You're not allowed to do that!". But in this article, we're going to discuss the idea of returning an HTTP 404 response in these situations instead. We'll also look at how to implement this in a Laravel application, and some of the things you should consider before doing so. Typically, when you return an HTTP 403 response, you're indicating that the reso…  ( 11 min )

When a doctor recommends a PET scan, one of the first questions patients often ask is about the PET scan price in Delhi. Understanding how much the scan costs and what factors affect the pricing can help you plan better. Delhi offers several advanced diagnostic centres that perform PET scans at different rates, but it’s important to choose a centre that provides both accuracy and transparency. A PET scan (Positron Emission Tomography) is a type of imaging test that helps doctors see how your body’s organs and tissues are functioning. It uses a special radioactive tracer to highlight activity in cells, giving detailed information that other scans like CT or MRI may not provide. This test is especially useful for detecting cancer, heart disease, and brain disorders. Because of its accuracy, …  ( 8 min )

🌌 Meet Xlorin — The AI That Thinks Like You (Only Faster) We The Developers ・ Oct 31 #ai #javascript #programming #productivity  ( 6 min )

Hi lovely readers, Have you ever found yourself typing the same type name twice when creating an object in C#? For example Person person = new Person(); feels a little repetitive, doesn’t it? Modern C# fixes this small annoyance with a simple but powerful feature called target-typed new. It helps you write cleaner, shorter, and more readable code while keeping everything strongly typed. In this blog post, we are going to explore target-typed new, when to use it, and how it can make your code a little bit nicer to look at. Does your application create a lot of objects? Do you like tidy syntax and less typing? Continue reading and I’ll show you how. new Cleaner code Target-typed new lets the compiler infer the type from the context. You no longer have to repeat it. // Before Person p…  ( 8 min )

Ever opened your old project, looked at a line of code, and thought… “Who the hell wrote this mess?” …and then Git calmly whispered: “It was you. Two years ago.” 😅 Been there. Many times. good sign! So instead of crying over past monstrosities, let’s laugh at them together 😂 “legendary” mistakes — maybe you’ll recognize a few of your own. 1️⃣ text-align: left; that’s how you center things 😅 2️⃣ console.log('DEBUGGING...'); 3️⃣ if (this.isAdmin) { giveAllPermissions(); } trust? 💀 4️⃣ setTimeout(() => doSomething(), 10000); still running strong 💪 5️⃣ border: 1px solid red; 6️⃣ document.querySelector('#id').innerHTML = userInput 7️⃣ Array(10).fill({}) 8️⃣ window.location.reload() 9️⃣ style="position:absolute;top:0;left:0;width:100vw;height:100vh;" 🔟 git reset --hard HEAD~1 HEAD~1 was… instantly regretted 🪦 // quick fix for demo 💬 Your turn! your most cursed line of code? 😏 👋 I’m Sylwia, I break code so you don’t have to. https://sylwialask.substack.com/  ( 7 min )

Organizing tournaments can be surprisingly complex - from scheduling matchups to tracking winners, managing multiple formats, and keeping everything visually clear. That's where a tournament generator or bracket maker comes in. In this post, we'll go over how you can build a bracket generator that helps users easily create and manage tournaments for sports, gaming, and community events - all in one streamlined took. Whether you want to create a simple single elimination bracket or a full-featured tournament management app, this guide covers the key steps. Before writing any code or designing screens, start with the logic of the tournament itself. Most tournament bracket generators include several main formats: Single Elimination - once you lose, you're out. Double Elimination - a second ch…  ( 8 min )

Flexbox is powerful — but mastering it feels like fighting hordes of CSS rules. Instead of relying solely on cheat sheets or guessing in dev tools, why not level up your skills? Flexbox Zombies lets you build flex layouts through gamified, zombie-themed challenges Each level forces you to use a flex property correctly (e.g. justify-content, align-items, flex-wrap) to survive the horde. 🎮 Play to learn. 🧩 Turn confusion into clarity. 📚 When the CSS army attacks, you’ll know how to defend with confidence. 🔗 flexboxzombies.com  ( 6 min )

For this week’s Hacktoberfest contribution, I worked on improving documentation for the Hiero SDK Python project. The repository provides a set of tools and abstractions for handling tokens and custom fees in the Hiero network. I found an open issue titled "Add module, class, and method docstrings to custom_fee.py". The maintainers wanted comprehensive Google-style docstrings for the CustomFee abstract base class and its methods. The goal was to improve readability, contributor understanding, and maintainability. I had to first ask if I can contribute to the project and await approval before proceeding. I forked and cloned the repository from Github and created a new branch called issue-680-docstrings-customfee. I later on added a module level docstring describing the purpose of the file and completed the issue requirements. I then committed and pushed the changes to my fork and opened a pull request to the main repository. This issue helped me practice writing Google-style docstrings consistently, understand how abstract base classes work in Python and enhance my skills in GitHub contributing to another open source repository. I appreciated how clear documentation improves project accessibility for new contributors. Overall, this was a smooth one. I had to search on how to add a GPG key on GitHub as I did not have one and this was a requirement in the owners contributing.md file as well as DCO signing. I understood this was to ensure professional collaboration and I liked it a sit was my first time ending up with signed commits.  ( 6 min )

Have you ever tried to push a commit to a Git branch without changing any files in order to re-run your integration process? If yes then you are at the right corner. git commit --allow-empty -m “Message” For continuous integration, we are using AWS CI/CD delivery pipelines which allow us to build, test and deploy applications on a single push to a specific git branch. It helps us to reduce the manual overhead of deploying code to the server and handle all the actions automatically. But today I faced a problem where I needed to re-run my delivery pipeline of a branch without adding any extra space or changing any files in the repository, so I searched for the solution for a while and It turns out that Git is allowing us to push an empty commit without adding any staged files to the branch, by using one option --allow-empty during git commit. Enough of the problem, let’s jump on to the solution git add . git commit -m "changes on app controller" git push origin master The above commands will add all unstaged files and add commit and push the code to the master branch, after that our delivery pipeline will be started. Once the pipeline process fails or you need to run the process again, you will have to push something to the branch but as I mentioned earlier, we will not make any changes to the files, and even then, We will be able to commit the branch with this command. Pushing empty commit git commit --allow-empty -m "rerunning the delivery pipeline" git push origin master After the above commands, you can see that the commit has been pushed to your branch and the delivery pipeline will be started.  ( 7 min )

Hey there! 👋 I recently finished Kaggle’s Intro to Machine Learning course, and to put my new skills into practice, I built a Spam Message Classifier — an AI that can tell whether a text message is spam or not. If you’ve ever wondered how Gmail filters spam emails automatically, this post will help you understand how that works (and how you can make one yourself)! Don’t worry if you’re starting from zero. I’ll explain everything line by line — no background knowledge required. 🧠✨ How to train a simple AI model to detect spam messages How to clean and prepare a dataset How to evaluate your model’s performance Why learning this is useful and where you can go next Let’s start by importing the tools we’ll need. import pandas as pd import numpy as np from sklearn.model_selection import train…  ( 8 min )

At Etherspot’s recent X Space, “All About EIP-7702 Infra,” voices from the Ethereum Foundation, Optimism, and PillarX joined to explore the purpose, architecture, and future of the EIP-7702 infrastructure. The discussion shed light on how it enhances the experience for existing externally owned account (EOA) users, strengthens Ethereum’s decentralization, and fits into the broader account abstraction roadmap. Kicking off the conversation, Tom Teman from the Ethereum Foundation addressed a common question: how EIP-7702 relates to ERC-4337. “7702 is a great solution for existing EOAs, for users who already have wallets and assets. It allows them to upgrade their experience without changing accounts,” said Tom. “For new users, however, ERC-4337 remains the better starting point.” While the tw…  ( 8 min )

Let’s be honest - not every fintech or Web3 startup needs to reinvent the wheel (or the wallet). In 2025, Wallet-as-a-Service (WaaS) has become one of the smartest infrastructure choices for businesses that want to integrate crypto without drowning in backend chaos. When I first explored WaaS integrations for a project, I was skeptical. How secure could it really be if someone else manages the private keys? Fast-forward a few months, and I realized something simple but profound - WaaS doesn’t replace control, it replaces complexity. At its heart, WaaS is like Stripe for digital assets - an API-driven service that lets companies launch crypto wallets instantly, without touching the messy parts of blockchain infrastructure. Instead of spending months on key management, node maintenance, or c…  ( 7 min )

We are moving towards tech tech-driven year 2026, and now a developer’s capability to implement AI automation is not defined by coding skills alone. The true test lies in how well they connect AI technology with business objectives to deliver measurable results. You can consider the following points in evolving developers’ capabilities to implement ai automation in business workflows. 1. Technical Foundation 2. Business Understanding 3. Problem-Solving and Adaptability 4. Collaboration and Communication A reliable AI staffing agency can help organizations find developers who blend technical depth with strategic thinking. This combination ensures AI automation drives real business outcomes, not just technical innovation.  ( 7 min )

In the realm of web development, performance is frequently treated as an afterthought—a quality to be optimised after core functionality is delivered. This approach, however, is fundamentally flawed. Performance is not a feature; it is a foundational requirement, as critical as security, accessibility, or functional correctness. Clients may not explicitly demand a response time of ‘X milliseconds,’ but they will undoubtedly express dissatisfaction if a site feels sluggish or unresponsive. This guide provides a structured approach to integrating performance thinking into the development lifecycle, ensuring that web services are robust, efficient, and scalable from the outset. The most effective method for ensuring high performance is to consider it during the initial architecture and design…  ( 10 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles. This October, I did something I’d been planning for years — I participated in Hacktoberfest 2025, my first ever open-source event. 🌍 I didn’t know what to expect. I just knew one thing — it was time to stop being a spectator and start being a contributor. Before Hacktoberfest, I had only worked on personal projects and tutorials. I’d seen open-source repos with hundreds of contributors, and I always thought: “That’s for pros — not for someone like me.” But this year, I wanted to prove myself wrong. So I made a simple rule: 👉 Don’t aim to be perfect. Aim to participate. And that mindset changed everything. Here’s my proudest digital moment — the badge that marks the start of something bigger…  ( 8 min )

Ever felt that surge of panic when you have 10,000 tasks to run? // The "Oh No" Pattern ...And just like that, you've accidentally DDOSed your own database, hit every rate limit imaginable, or maxed out your CPU. I’ve been there. The system grinds to a halt. What we need is not an uncontrolled flood; we need a disciplined factory. We need a Worker Pool. And in Go, you can build a robust, minimal pool using just three core components: a channel for the jobs, a sync.WaitGroup for control, and a for...range loop to run the workers. The "Factory" Components Instead of hiring a new "worker" (goroutine) for every single task, we'll hire a fixed crew of 5-10 workers and give them a conveyor belt (the channel) of tasks. The "To-Do List" (Jobs Channel): This is our conveyor belt. Tasks get put on…  ( 8 min )

A few years ago, I developed No Escape?!, originally built in Unity as a fast-paced infinite runner inspired by classic arcade reflex games. In September 2023, Unity announced a new runtime fee model, charging developers a fee per install once certain revenue and install thresholds were exceeded. This made me question the long-term sustainability of staying in that ecosystem. Even though Unity later reversed the policy, the event served as a wake-up call. I decided to rebuild the game from the ground up in Godot 4, using C# instead of Unity. This was a significant challenge and a great learning experience, particularly when adapting gameplay systems, input handling, and Android integrations to Godot’s open-source workflow. Rebuilding the game helped me appreciate how lightweight, flexibl…  ( 7 min )

🎃 10 Spooky Engineering Antipatterns That Haunt Your Codebase (And How to Exorcise Them) 👻 When Fear Takes Control Let me be honest with you from the start—this isn't going to be one of those perfectly academic blog posts filled with textbook definitions and pristine case studies. This is real talk about real engineering nightmares I've lived through, and I'm willing to bet you've experienced many of them too. Here's the terrifying truth: when deadlines loom and fear creeps in, we all commit similar antipatterns. It doesn't matter if you're a junior engineer or a seasoned tech lead—fear blocks our rational thinking. That looming sprint deadline, that critical production release, that executive breathing down your neck—they all trigger the same response: shortcuts, compromise…  ( 10 min )

Not sure how things go in other countries, but here in Brazil, dodging unwanted calls has become a national sport — if only there were medals for it. Every day, we’re bombarded by scammers, telemarketers, and don’t forget that one guy in prison who swears he's kidnapped your relative, hoping you'll panic and send him money to "save" them. The prison guy is easy to deal with. You just hang up, and he’ll move on to his next victim. But scammers and telemarketers? They’re like the T-1000 in Terminator 2. They never stop. These folks are relentless, almost admirable in their stubbornness. Some might even call them resilient… if they weren’t so incredibly annoying. And when I say annoying, I really mean it. Somehow, they’ve mastered the art of calling at the absolute worst times. Whether it’s d…  ( 8 min )

Today, in the modern digital age, supply chains are no longer about simply transporting goods from point A to B; it's increasingly about using technology to enhance operations, visibility, and decision-making. This is exactly where the components of an e-supply chain come into place. But what are these e supply chain components, and why are they so important in today's business concerns? This guide explores the essential elements that constitute an electronic supply chain. E Supply Chain Component e-supply chain components are the different digital tools, platforms, and processes incorporated within every step of the supply chain. These components enable a business to efficiently manage procurement, production, inventory, logistics, and customer relationships. It means that by understand…  ( 8 min )

ServiceNow roles and responsibilities form the backbone of effective IT Service Management (ITSM) in modern enterprises. As a leading ITSM platform, ServiceNow helps organizations streamline workflows, automate processes, and enhance IT operations. Clearly defined roles from system administration to development and process management promote efficiency and accountability, allowing teams to maximize the platform’s potential and deliver faster, more reliable IT services. In fact, ServiceNow is projected to maintain roughly 44.4% of the global ITSM market share over the forecast period 2024–2029, underscoring its dominance and trust in the industry. Whether it’s configuring modules, managing incidents, or creating automated workflows, knowing the specific ServiceNow roles allows teams to leve…  ( 13 min )

Our Best Golf Challenge EVER Rick Shiels, James Robinson & Guy Charnock take on a fresh twist: 18 holes, one goal—break 75—but whoever pulls the Yellow Ball plays the hole completely solo. No safety net, zero help, just pure pressure golf with massive momentum swings, epic saves, total meltdowns and plenty of classic banter. Can they still beat 75 under these conditions? Rick’s also got limited-edition merch, a golf podcast and an equipment review channel—all designed to help you play better golf and have more fun on the course. Don’t forget to subscribe and let him know if you’d take on the Yellow Ball Challenge yourself! Watch on YouTube  ( 6 min )

The Productivity System I Taught to 6,642 Googlers Jeff Su’s CORE workflow is a four-step productivity hack he’s taught at Google over nine years. It handles all workplace info by having you 1) Capture everything immediately, 2) Organize with minimal friction, 3) Review in scheduled sessions, and 4) Engage by blocking dedicated time to execute. It works in any tool you already use and becomes second nature in about two weeks—no more relying on memory or willpower alone. Alongside timestamps walking you through the basics, in-action demo, and a breakdown of why CORE works, Jeff shares links to his blog, newsletter, templates, the Workspace Academy, and even his favorite gear. Everything you need to build a powerful personal workflow is just a click away. Watch on YouTube  ( 6 min )

If you’re an engineer, you already understand systems, scalability, and optimization. What you may not realize is that those same principles apply directly to investing — especially when it comes to ETFs. Exchange-Traded Funds (ETFs) are one of the most efficient ways to grow wealth over time. They’re structured, automated, and designed for consistency — the same traits that make good code reliable. Here’s a simple, engineer-friendly breakdown of how ETFs work, why they matter, and how to use them as your foundation for long-term financial growth. What Exactly Is an ETF? An Exchange-Traded Fund (ETF) is a collection of stocks, bonds, or other assets bundled into one investment that trades on the stock market — just like a share of a company. If you buy one share of an ETF, you’re automat…  ( 8 min )

Dennis Wimberly, founder and CEO of Wimberly Media, is redefining what innovation means in the entertainment industry. Known also as DJ Wimberly, he’s built a culture where creativity meets technology — a space where ideas turn into platforms that reach audiences around the globe. Under his leadership, Wimberly Media, along with Hitmakers Radio and Global Media Inc, has evolved into a powerhouse of digital entertainment, inspiring a new generation of media entrepreneurs. The Foundation of Innovation at Wimberly Media The story of Wimberly Media begins with a simple vision: to use technology as a bridge between creators and their audiences. Dennis Wimberly understood early on that the future of entertainment would depend on data-driven storytelling, AI integration, and human creativity. “In…  ( 7 min )

In today’s dynamic digital landscape, storytelling has become the backbone of brand communication. Businesses, bloggers, and creators are constantly searching for fresh ways to connect with audiences, share authentic experiences, and build credibility. One trend that’s reshaping the way stories are told online is guest contributions — a collaborative approach where individuals or brands contribute content to external platforms. content collaboration. Let’s dive deep into how this approach is transforming digital storytelling and why it should be part of your content strategy moving forward. ** ** ** ** **From an SEO standpoint, guest contributions are gold. High-quality guest articles often include backlinks to your website, improving your search engine rankings and domain authority. ** *Guest contributions are not just about one-time content exchanges — they’re the foundation for lasting professional relationships. 8. Humanizing Your Brand ** ** ** ** Guest contributions are not just a marketing trend — they’re a paradigm shift in how stories are shared and consumed online. By combining creativity, expertise, and collaboration, this approach empowers brands to reach wider audiences, enhance credibility, and craft authentic stories that resonate. The future of digital storytelling lies in content collaboration — where ideas are co-created, audiences are shared, and value is multiplied. Whether you’re a business, creator, or thought leader, embracing guest contributions is the next step toward building meaningful, impactful, and human-centric digital narratives. In the ever-evolving world of content, collaboration isn’t just an option — it’s the future.  ( 10 min )

The Developer’s Focus Problem: Why Your To-Do App Is Failing You (and What Actually Works) 💡 Meta Summary Stop managing tasks and start managing focus. Most to-do apps are built for managers, flooding developers with notifications and killing deep work. This guide breaks down the science of developer productivity — from context switching to attention residue — and reveals the tools designed to protect your focus. You have ten tabs open, three PRs to review, a Jira ticket half done, and a Slack ping blinking in your periphery. You open your “productivity” app—only to spend ten more minutes reorganizing tasks. Sound familiar? Most to-do apps are built for managers, not makers. They optimize for visibility, reporting, and delegation—not for deep, focused, cognitive work. For dev…  ( 10 min )

Σε αυτό το άρθρο, θα προσπαθήσουμε να περιγράφουμε την σημαντικότητα της επικύρωσης των δεδομένων, θα περιγράψουμε που γίνεται, σε ποιο layer, αλλά και μία βιβλιοθήκη για να καλύψουμε αυτή την ανάγκη. θα δούμε βήμα βήμα την υλοποίησή του μέσα στο project Clean Architecture με επεξήγηση κάθε βήματος. Πάμε λοιπόν να προσθέσουμε FluentValidation για όλες τις οντότητες (Student, Lesson, Department, User) — για τα Create και Update DTOs — με καθαρή δομή, ενιαία εγγραφή στο DI και παράδειγμα controller ώστε να δουλεύει όλο end-to-end. Βήμα 0 — Πακέτο Στην βιβλιοθήκη application κάνε εγκατάσταση το παρακάτω nuget. dotnet add package FluentValidation.AspNetCore Βήμα 1 — Δομή φακέλων (στο παράδειγμά μας μπορεί να υπάρχουν και υποφάκελοι με τις οντότητες Student, Lesson και Department) Βάλε τους val…  ( 9 min )

Last night, an Azure outage took down several sites my company maintains. While the servers were running, a critical downstream service — the headless CMS, Umbraco Cloud — was down. The result? Users saw a blank page. They did what any of us would do: they refreshed, and refreshed again. This flood of requests hammered the services, even though the root cause was elsewhere. When a site's availability depends on other services, it is vulnerable to their downtime. A simple, robust maintenance page served from the edge is a cost-effective solution to this problem. It provides a clear, calm message to users, letting them know we're aware of the issue and working on it. This — hopefully! — stops the frantic refreshing that can overload the infrastructure. This article will guide you through cre…  ( 8 min )

Every developer knows the frustration of trying to learn a new framework or library under time pressure. Tutorials are too long, docs are too dense, and by the time you finish reading, the syntax has already changed. The smartest devs in 2025 aren’t learning harder — they’re learning smarter, with AI-powered workflows that automate everything from note-taking to code explanation. Here are seven proven AI study workflows that can help you learn faster, retain more, and build skills that actually stick. 1. The “Explain Like I’m Five” Debug Loop Whenever you hit a bug, don’t just paste the error into ChatGPT or Coursiv’s AI tutor — ask it to explain why it happened in the simplest possible terms. Prompt example: “Explain this error like I’m five. Then give me one beginner-friendly and one a…  ( 8 min )

When using (and building) AI agents, I kept running into the same frustrating problem: as conversations grew longer, my agents would either lose important details from earlier in the conversation or hit context limits and crash. The standard solution—a sort of aggressive summarization—worked for maintaining context flow, but it created a new problem: those summaries were lossy. Important details, specific numbers, exact quotes, and nuanced context could vanish into their generalizations. I needed something better: a memory system that could maintain conversation flow through intelligent summarization while preserving the ability to retrieve exact historical messages when needed. After researching the broad topic of context engineering, I built a proof-of-concept Semantic Summarizing Conver…  ( 14 min )

Search is everywhere, whether you’re looking for a product on Amazon, a tweet on X, or a log entry in your system. But not all searches are created equal. A simple SQL LIKE '%term%' query just doesn’t cut it when your users expect lightning-fast, typo-tolerant, and contextually smart results. That's where full-text search engines like OpenSearch, Elasticsearch and Meilisearch come in. In this article, we’ll explore why full-text search matters, how it works behind the scenes, and walk through a hands-on Meilisearch example you can run locally using Docker, Postman, or any other tool capable of making HTTP requests such as cURL. Full-text search allows users to find relevant results based on textual content and not exact matches. Instead of scanning through every record in a database, searc…  ( 10 min )

In the previous article, we implemented a basic permissions system for our forum, supporting "administrator" and "user banning" capabilities, laying the groundwork for a healthy community. As the forum accumulates more content, users might find it difficult to locate old posts they are interested in. A new requirement is emerging: shouldn't there be a search function to help users quickly find the articles they want to read? In this article, we are going to add a full-text search feature to our forum. If you have some knowledge of SQL, you might be thinking: can't we just use a LIKE '%keyword%' query to implement search? For simple scenarios, this is indeed possible. But LIKE queries perform extremely poorly when dealing with large amounts of text and cannot understand linguistic complexit…  ( 11 min )

In the fast-changing world of content creation, images and videos are key to making sure your message is successful. For teams that work on creative and marketing projects, it's really important to have images that are always of the same high standard. But editing these images by hand takes a long time. That's where a Batch Background Remover Tool can really help. These tools can handle hundreds of images at once. They remove distractions, fix the edges, and get the visuals ready for campaigns. For busy teams, it means less time editing and more time coming up with creative ideas. Today's digital world relies heavily on images. Every campaign, social media post and e-commerce listing relies on images that look professional and consistent. It's hard to keep up with demand for speed and accu…  ( 11 min )

Introduction OSparkApi, a universal intelligent agent orchestration system built upon MiroMindAI's open-source MiroFlow project, centers its innovation around one critical capability: sophisticated event-driven streaming response processing. This architecture, rooted in MiroFlow's robust foundations, enables seamless handling of dynamic agent interactions while maintaining exceptional flexibility and scalability. Leveraging MiroFlow's architectural principles, OSparkApi adopts an event-driven architecture where all state changes flow through well-defined event streams, creating a loosely coupled ecosystem where components interact via standardized events. Core Event Type Definitions: ThreadStreamEvent = Annotated[ ThreadCreatedEvent | ThreadUpdatedEvent | ThreadItemAddedEvent | …  ( 8 min )

Live Tour Update from Norway Just popping in from my day off in Norway—still riding high on this European tour that kicked off in Germany and is now bound for Dublin! Want to sharpen your skills? Grab three of my guitar courses (Scale Matrix, Quick Lessons & Arpeggio) for just $79, but hurry—the deal ends tomorrow! Watch on YouTube  ( 6 min )

It's not often you finally build something you've been dreaming about for more than a decade. While what I'm presenting today is far from complete and still only offers a few features, the way it is built is an achievement I have been dreaming of for many years. You open your favourite weather app. It tells you the Sun will rise at 07:34 today, and you trust it. There's no reason not to. But how does it know? Then, you change your location to see how the weather is in another part of the country, and you realise the sunset time is different. Finally, you also realise the app tells you what is the current Moon phase, and when the next full Moon will happen. How does it know what will happen tonight, tomorrow, a year from now? I wasn't satisfied with simply coding and manipulating astronomic…  ( 8 min )

CinemaSins just dropped a snark-filled, 14-minute roast of Frankenweenie as it zaps back into theaters—counting every quirky plot twist and gothic pet-resurrection moment with their trademark mix of sarcasm and admiration for Burton’s stop-motion gem. Craving more sin-splaining? Cruise over to cinemasins.com, take their quick poll, or back them on Patreon. You can also join the party on Discord, Reddit, Instagram, TikTok and all their spin-off YouTube channels for your daily dose of cinematic nitpicking. Watch on YouTube  ( 6 min )

useEffect is the designated place for all side effects in React. But what does that mean? How does it decide when to run our code, and what is the dependency array really doing? Just like useState, useEffect isn't magic; it's a predictable system with clear rules. Let's dive into the internal mechanics of useEffect. React's rendering model is designed to be declarative and pure: the UI should be a direct function of the current state (UI = f(state)). But applications need to interact with the outside world—fetching data, setting timers, subscribing to events. These are "side effects," and they don't fit neatly into the pure rendering model. useEffect provides a safe, controlled "escape hatch." It allows us to run imperative, effectful code without disrupting the rendering cycle. useEffect …  ( 8 min )

TL;DR CinemaSins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” a rapid-fire roast of Nicholas Cage’s wild turn in Osgood Perkins’s thriller. They also hype Cage’s next flick Keeper, point you to their site and socials (YouTube channels, Discord, Reddit, TikTok, etc.), and invite you to take a sin-filled poll or back the team on Patreon. Watch on YouTube  ( 6 min )

Everything Wrong With Sinners… 15 Minutes Or Less is CinemaSins’ snarky Halloween send-up of one of the year’s greatest genre movies—packed with playful nitpicks, cheesy “sins” and their signature tongue-in-cheek commentary. Even a near-perfect film can’t escape their gleeful roast. Craving more sinspiration? Head to cinemasins.com or their Linktree to explore YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), fill out the sinful poll, back them on Patreon, or jump into Discord and Reddit. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel are all part of the mischief. Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage This video kicks off a four-week “Caravan of Garbage” series diving into the first four Predator movies, starting with the 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate 80s action-sci-fi mash-up—mud, muscles, invisibility, lasers, explosions, creature design, and nonstop fun. For early access, bonus podcasts, extended audio editions and more, head over to bigsandwich.co, hit subscribe, follow the hosts on Twitter, or support them on Patreon for exclusive content and merch. Watch on YouTube  ( 6 min )

Frontend testing has changed a lot — and yet, most teams still treat it like a box-ticking exercise. But 2025’s front-end world? It demands something cleaner, faster, and smarter. Let’s talk about React component testing — what still works, what’s outdated, and how to write tests that actually matter. Let’s be honest — chasing 100% test coverage looks great in the report, but it’s often just numbers with no soul. The goal isn’t to “cover” code — it’s to trust your UI. A good test should tell you: “This component works the way a human expects.” “If I refactor tomorrow, I’ll know what broke.” If your tests can’t answer those, they’re just decoration. Frameworks like React Testing Library (RTL) shifted the mindset from implementation details to user behavior. Example: // ❌ Ol…  ( 10 min )

The API testing landscape has transformed dramatically, with developers demanding more sophisticated tools that go beyond basic HTTP requests. While Hoppscotch carved out its niche as a lightweight, open-source API client, the modern development ecosystem requires platforms that offer deeper integration, advanced collaboration features, and comprehensive API lifecycle management. This detailed analysis explores seven powerful Hoppscotch alternatives that are reshaping how development teams approach API testing, design, and documentation. From enterprise-grade platforms to specialized tools, discover which solution best fits your development workflow and team requirements. Modern API development extends far beyond sending simple HTTP requests. Today's development teams need platforms that s…  ( 12 min )

Artificial Intelligence (AI) is no longer a futuristic concept it’s here, shaping how industries operate, innovate, and serve their customers. From optimizing business workflows to powering data-driven decisions, AI has become a cornerstone for enterprises seeking smarter and faster ways to achieve growth. But beyond the buzzwords, true transformation happens when AI is implemented with strategy, architecture, and governance and that’s where AI development services play a pivotal role. AI development services go beyond building smart algorithms. They integrate AI into an organization’s entire ecosystem from legacy systems to modern digital platforms. These services help enterprises identify opportunities, design scalable architectures, and develop responsible AI systems aligned with busin…  ( 9 min )

Before I start, I should mention that I have not yet tried out vibe coding myself. I use AI every day for programming related tasks, but I still write the code myself, for myself. This blog post was inspired by a dream I had last night, after having spent a stressful week thinking about these sort of things. I had to write it down to get it out of my head and make some sense of it. I started programming "real" applications with Borland Delphi in the late 1990s, when I was a teenager. My first database applications were two-tiered Delphi user interfaces on top of Paradox databases. I did not know SQL and relied only on Delphi's ready-made database components. The user interface was therefore 100% driven by the database schema. It worked, it got the job done, and you could tell that it was a…  ( 8 min )

Edition #215 - October 2025 Welcome to issue #215 of the AWS open source newsletter, the only newsletter that I know of that brings you the best open source on AWS content. There is nothing spooky or scary in this months edition we have a nice selection of projects that cover a broad range of use cases - tools to help you with CloudFormation stacks, provide a GUI layer over your Amazon S3 buckets, terminal user interfaces to work with Amazon ECS and your AWS profiles, a couple of nice tools to simplify building agentic applications using Strands Agents, and more. We also have some really cool demos that include showing how you can move from monolith to modern application (including thinking about portability, building AI powered SLDC architectures, and a really neat use of the Nitro Enc…  ( 26 min )

So there I was, being a good developer. Writing tests, enabling strict mode, doing all the right things. Then I run my test suite and suddenly everything is red. MissingAttributeException: The attribute [seller_approval_status] either does not exist or was not retrieved for model [App\Models\User]. But here's the thing - my tests were passing before. The code hasn't changed. And when I manually test the feature in my browser, it works perfectly fine. What the hell is going on? Turns out, Laravel 12's strict mode has this fun quirk where it makes your tests explode in ways that have nothing to do with whether your actual code works. Let me explain the nightmare I just lived through so you don't have to. The Feature That Sounded Amazing Laravel 12's Model::shouldBeStrict() looked like a gif…  ( 8 min )

Quick Note: Readers interested solely in the technical specification of the proposed MCP 2.0 / CORBA-NG Agent Object Protocol can jump directly to the actual spec below. It is often said that AI can only rearrange existing knowledge, but cannot create new. This statement ignores the fact that science never works in isolation, but in most cases connects existing knowledge with new ideas. The entire process of citation and even the invention of hypertext served to link scientific findings together. The question is not whether humans are better than AI or AI is better than humans, but what they can achieve together. The following is the result of combining unconventional human thinking with the vast information pool of AI and demonstrates the potential for jointly creating new knowledge. The …  ( 26 min )

This is Part 2 of the "Implementing JWT Authentication in Rust" series. Previous: Part 1: Project Setup and Configuration In Part 1, we set up our Rust project with Axum, configured environment-based settings, and created a basic error handling system. Now we'll add logging capabilities. Picking up from where we left off in Part 1, we will focus on setting up the infrastructure layer: logging with the tracing ecosystem. We will use the tracing ecosystem since they do provide the best logging facilities for asynchronous systems. cargo add tracing-subscriber -F "env-filter, serde, tracing, json" cargo add tracing -F log cargo add tracing-error cargo add tower-http -F "cors, trace" tower-http: Provides middleware utilities. tracing: Provides structured, event-based, data collection and loggi…  ( 9 min )

Here’s the quick way to make a potentiometer (pot) set an Arduino’s delay time. Wiring (10 kΩ pot is perfect) One outer leg → 5V Other outer leg → GND Middle wiper → A0 We’ll blink the onboard LED on D13. If the pot works “backwards,” just swap the two outer legs. A) Easiest (uses delay()—blocking) const int POT = A0; const int LED = 13; void setup() { pinMode(LED, OUTPUT); Serial.begin(115200); } void loop() { // Read 0..1023 from the pot int raw = analogRead(POT); // Map to a usable delay range, e.g. 50..2000 ms long delayMs = map(raw, 0, 1023, 50, 2000); // (Optional) simple smoothing to reduce jitter static long filt = 200; filt = (filt * 7 + delayMs) / 8; // 1st-order IIR filter digitalWrite(LED, !digitalRead(LED)); // toggle LED Serial.println(filt); d…  ( 7 min )

Read More: Adapting to Change: Developers’ Transition from Java 21 to 22 in 2025 A Quick Look Back: Java 21’s Legacy Released in late 2023, Java 21 became one of the most significant LTS versions in recent years. It introduced key features like: Virtual Threads (Project Loom): Revolutionizing concurrency and simplifying scalable application design. Pattern Matching Enhancements: Making code more concise and readable. Record Patterns and Switch Improvements: Strengthening Java’s expressiveness and reducing boilerplate code. String Templates (Preview): Offering cleaner ways to build dynamic strings safely. For most teams, Java 21 provided the stability and maturity needed for long-term projects. But as the industry moved into 2025, the momentum shifted to Java 22, with its focus on fine-tuni…  ( 8 min )

Federated Learning Unleashed: Balancing Bias and Variance in Wireless AI Imagine training a powerful AI model using data scattered across thousands of devices, from smartphones to IoT sensors. The catch? You can't directly access any of that data due to privacy concerns or network limitations. That's the challenge federated learning tackles, and we've just discovered a way to supercharge it. The core idea is to train the model over-the-air, leveraging the inherent broadcast nature of wireless communication. Instead of each device sending its updates individually, they transmit simultaneously, and the combined signal received aggregates the model updates. The key breakthrough? We've found a way to strategically introduce a controlled bias into this aggregation process to significantly red…  ( 7 min )

That's where Rust's smart pointer Cow (Clone on Write) comes in. It lets you start with a borrowed reference and only clone into an owned value when mutation is needed. In this article, we'll walk through how Cow works, how to use it in your structs and functions, the benefits and trade-offs of using it, and a few common pitfalls to avoid—so you can write clean, efficient Rust code without over-engineering your ownership logic. Remember our scenario from the first paragraph - what's the simplest signature you'd reach for? Probably: fn escape_html(html_input: &mut String) -> &String { /* … */ } Use our Online Code Editor While this allows you to scan and mutate the string in place, it has several downsides: Callers must own a String (no &str), even if they only ever read. They need a…  ( 13 min )

Issue PR hiero-sdk-python is a Python SDK for the Hiero blockchain — a toolkit that helps developers interact with smart contracts, tokens, and transactions through Python. This SDK has a clear focus on clean design and maintainability, which is why this issue existed in the first place. The issue described a small but important cleanup: the TokenUnfreezeTransaction class had some duplicate logic that was already implemented in its parent class. The goal was to remove the extra field and method, and update the internal calls to use the inherited _require_not_frozen() instead. This one was pretty straightforward, but it needed careful attention to detail. Here’s what I did: _is_frozen in token_unfreeze_transaction.py. __require_not_frozen() method entirely. self.__require_not_frozen() with self._require_not_frozen() to make sure the class now used the inherited version from Transaction. Before this PR, I didn’t realize how important method naming conventions could be in large codebases. In Python, a double underscore method gets “name-mangled”, so it doesn’t behave exactly the same as a protected _method. That subtle difference can lead to bugs if you don’t notice it.  ( 6 min )

Machine intelligence is transforming security in software applications by enabling more sophisticated vulnerability detection, automated assessments, and even autonomous threat hunting. This article offers an comprehensive discussion on how machine learning and AI-driven solutions function in AppSec, crafted for cybersecurity experts and stakeholders as well. We’ll delve into the development of AI for security testing, its present capabilities, obstacles, the rise of agent-based AI systems, and forthcoming trends. Let’s commence our exploration through the past, present, and prospects of ML-enabled AppSec defenses. Origin and Growth of AI-Enhanced AppSec Early Automated Security Testing Progression of AI-Based AppSec A notable concept that arose was the Code Property Graph (CPG), combi…  ( 14 min )

Introduction Dark mode isn’t just a design trend anymore — it’s a must-have feature for any modern web app. With Tailwind CSS and a pinch of JavaScript, you can implement a smooth, persistent dark mode in just a few lines of code. Before we begin, make sure you have: Tailwind makes it incredibly easy to enable dark mode. This tells Tailwind to apply dark styles whenever a .dark class is present on your or tag. Step 2: Add Light & Dark Styles in Your HTML Now, create two versions of your background and text colors using Tailwind’s dark mode classes. dark: prefix automatically applies the dark version of each style when .dark is active on the body. We’ll use a simple script to toggle the dark class and store the user’s preference in localStorage so it persists after reload. That’s all it takes. The button now toggles dark mode — and your site remembers the user’s choice. Add this to your body class or global CSS for a smooth color fade effect when toggling themes: Want your site to automatically detect the user’s OS theme? user preferences. With just a few lines of code, you’ve implemented a fully functional, persistent, and smooth dark mode powered by Tailwind CSS and JavaScript. Your users will love the elegant transition and modern look — and your codebase stays clean, thanks to Tailwind’s class-based styling.  ( 7 min )

WTF is this: The "Circuit Breaker" That's Not Just for Electricians Ah, the joys of modern technology – where a simple concept can sound like a sci-fi movie plot device. Today, we're tackling the "Circuit Breaker Pattern", a term that's been buzzing around the tech world. No, it's not a new gadget for your home, but rather a clever way to prevent digital disasters. So, buckle up and let's dive in! What is Circuit Breaker Pattern? Imagine you're trying to access a popular website, but it's down due to high traffic or a server issue. You keep refreshing, hoping it'll magically work, but it just won't budge. That's where the Circuit Breaker Pattern comes in – a design approach that helps prevent this frustrating scenario. In simple terms, it's a mechanism that detects when a service (like a w…  ( 10 min )

โลกการศึกษากำลังเปลี่ยนแปลงในอัตราเร่ง เทคโนโลยีไม่ได้เป็นเพียง 'เครื่องมือเสริม' อีกต่อไป แต่ได้กลายเป็นหัวใจสำคัญของระบบการเรียนรู้สมัยใหม่ และก้าวที่สำคัญที่สุดในวันนี้ คือการมาถึงของ "Smart Classroom" ที่ผสานพลังของ "ปัญญาประดิษฐ์ (AI)" นี่ไม่ใช่แค่การอัปเกรดห้องเรียน แต่คือการปฏิวัติประสบการณ์การเรียนการสอน เพื่อสร้างการศึกษาที่มีประสิทธิภาพ มุ่งเน้นผู้เรียนเป็นศูนย์กลาง และพร้อมรับมือกับโลกอนาคตที่เปลี่ยนแปลงอย่างไม่หยุดนิ่ง เมื่อพูดถึง Smart Classroom คนส่วนใหญ่มักนึกถึงจอ Interactive Display หรืออุปกรณ์ดิจิทัล แต่ในยุค AI ความหมายของมันลึกซึ้งกว่านั้น Smart Classroom ในยุค AI คือ "ระบบนิเวศการเรียนรู้ (Learning Ecosystem)" ที่เชื่อมโยงอุปกรณ์ฮาร์ดแวร์ (เช่น จออัจฉริยะ, กล้อง, ระบบเสียง) เข้ากับซอฟต์แวร์อัจฉริยะ (เช่น ระบบ LMS, AI วิเคราะห์ข้อมูล) หัวใจสำคัญคือการสร้างห้องเรียนที่ส…  ( 6 min )

Long story short: Logs are cheap... Until they aren't. Long story long: With modern apps emitting millions of lines per hour, unstructured logs become data debt. Structured logging, when done right, can drastically cut ingest costs and improve your observability quality, all while making your engineering team more effective and your incident response faster.   Here's the uncomfortable truth about modern observability: more data doesn't equal more insight. Engineering teams by default wants to collect everything: Every request, every error, every debug statement, hoping that when something breaks, the answer will be hiding somewhere in their log aggregation tool. When that incident happens, they're drowning in noise: Searching through millions of log lines with regex Waiting minutes for…  ( 18 min )

While testing Android apps for accessibility, one of the biggest problems I’ve encountered are with larger font sizes. They’re usually not properly supported: content overlaps when font sizes increase, scrolling isn't enabled to accommodate growing text, or text is truncated without a way for the user to expand it. I’m often asked tips on writing accessibility tests for Android, and I decided to write this post to demonstrate how to test some of those larger font size issues with UI tests. In this blog post, we’re looking into writing tests to verify that scrolling is enabled when needed and that truncated text can be expanded. Let’s first discuss the screen I wrote to test these issues. I created an example screen with Compose to demonstrate tests in this blog post. It’s a Scaffold that…  ( 10 min )

InternSVG: A Universal Translator for All Your Vector Graphics Ever wondered how a single AI could draw, fix, and even animate any icon or diagram you need? Scientists have built InternSVG, a new kind of smart assistant that understands and creates SVG images – the crisp, scalable graphics you see on websites and apps. This breakthrough comes from teaching the AI with a massive collection of static and moving graphics, so it learns the rules of shapes, colors, and motion just like we learn from countless examples. It matters because it puts powerful visual creation tools into the hands of anyone, from teachers to entrepreneurs, making creativity more accessible than ever. Read article comprehensive review in Paperium.net: InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )

Your WordPress site is slow. Like, really slow. You’ve noticed it, your visitors have noticed it, and Google has definitely noticed it. So now you’re at a crossroads: should you hire someone to fix it, or just install one of those caching plugins everyone talks about? I’ve been there and it’s not nearly as simple as it sounds. At first, installing a plugin feels like the obvious fix. Why spend hundreds or even thousands of dollars when you can just install something free? That’s what I thought too until I started trying them. WP Rocket looks friendly at first. Clean interface, simple setup, and solid documentation. But once you start digging, things get complicated quickly. Plans start at $59/year for one site, $119/year for three, and $299/year for fifty. Minify CSS and JavaScript? Lazy-…  ( 9 min )

AI is redefining application security (AppSec) by facilitating more sophisticated vulnerability detection, automated testing, and even autonomous threat hunting. This guide provides an comprehensive discussion on how generative and predictive AI operate in the application security domain, crafted for cybersecurity experts and decision-makers in tandem. We’ll examine the development of AI for security testing, its present features, challenges, the rise of autonomous AI agents, and prospective trends. Let’s commence our exploration through the past, current landscape, and prospects of ML-enabled AppSec defenses. Evolution and Roots of AI for Application Security Foundations of Automated Vulnerability Discovery https://qwiet.ai/platform/autofix/ In the late 1980s, the academic Barton Mille…  ( 14 min )

In the rapidly evolving landscape of artificial intelligence and machine learning, data is the lifeblood. The quality and quantity of data directly impact the performance of AI models. Data annotation, the process of labeling data to make it understandable for machines, is therefore a crucial step. Manual data annotation is a time-consuming, labor-intensive, and often monotonous task. It is also prone to human error, which can significantly compromise the quality of the training data. Auto annotation, also known as automatic labeling, emerges as a transformative technology to address these challenges. Auto annotation streamlines and standardizes the data labeling process. This leads to more consistent and reliable results. Auto annotation tools leverage advanced algorithms and AI models. T…  ( 10 min )

Over time, websites accumulate broken links—pages get deleted, URLs change, and errors pile up in the code. As a result, visitors clicking such links see a "404: page not found" message and leave. Search engines perceive this as a sign of outdated content, causing the site's rankings to decline. The most common error is 404 Not Found, which means "there's nothing here anymore." However, other status codes help diagnose the problem: 400 Bad Request: The request contains an error. It's like dictating an address with a typo, and your GPS can't calculate the route. 403 Forbidden: Access denied. The page exists, but the server won't let you view it—like trying to enter an exclusive club without an invitation. 410 Gone: The resource is permanently deleted. Unlike a 404 error, this status indicat…  ( 11 min )

** ** If you've ever built an app that suddenly started choking, getting slow, or even crashing with that dreaded OutOfMemoryError, you've met the memory monster. And trust me, understanding references is like having a superpower to tame that beast. So, grab your coffee ☕, and let's demystify this once and for all. This isn't just theory; we're going to break it down with code, real-world use cases, and the "why" behind it all. First Things First: What Even is a "Reference" in Java? In code, when you write: java Most of the time, we use the default, standard-issue remote control. This is a Strong Reference. It's so strong that as long as you're holding that remote, the Garbage Collector (GC) will never dare to throw away your TV (the object). But what if you wanted a different kind of remo…  ( 11 min )

Your Zendesk Help Center is more than a customer support platform—it’s a reflection of your brand. When customers land on it, the design, tone, and structure tell them who you are. If your Help Center feels disconnected from your main website or brand experience, it can break trust instantly. In 2025, aligning your brand identity with your Zendesk theme design is not just about matching colors. It’s about creating a consistent, emotional, and functional experience that reinforces your brand values at every click. In this guide, we’ll explore how to bring your brand identity to life through Zendesk’s design capabilities, ensuring every interaction feels familiar and trustworthy. A consistent brand identity builds recognition and trust. Research by Lucidpress (2024) found that consiste…  ( 10 min )

The Productivity System I Taught to 6,642 Googlers Jeff Su spills the beans on his CORE workflow—a dead-simple, four-step process (Capture, Organize, Review, Engage) he’s been teaching Google employees for nine years. It works with any tool you already use, kicks in within two weeks, and frees you from relying on memory or willpower alone. In this video/blog combo you’ll get timestamps for a quick dive into how the system works in action, why it actually sticks, and a breakdown of each CORE step. Plus, Jeff shares links to his newsletter, favorite prompts, The Workspace Academy, a Notion command center template, and even his everyday gear. Watch on YouTube  ( 6 min )

‘Halloween II’ at The Ringer finds Bill Simmons, Chris Ryan, and Van Lathan rewatching Michael Myers’s 1981 return and joking that they’ve totally forgotten what death feels like. They debate whether he’s the GOAT of horror villains, pick the movie’s most rewatchable scenes, and sprint through quickfire categories—all laid out in neat, time-stamped segments. Between ghost stories, they slip in promos for A Mountain of Movies® on Paramount+ and A House of Dynamite on Netflix, drop a friendly State Farm nod, and remind you to subscribe to The Ringer’s YouTube channels for more pop-culture banter. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less is CinemaSins’ loving roast of Tim Burton’s dog-resurrecting tale—yes, they think the movie’s great, but that didn’t stop them from nitpicking every “sin.” Gregory “Franky boy” goes back to theaters, so Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel piled on the jokes, the snark and the cheeky commentary you’ve come to expect. Want more behind-the-scenes goss, hidden movie sins or to vote in a poll? Hit up cinemasins.com, follow @CinemaSins and sister channels @TVSins, @CommercialSins, join the Discord or Reddit, and if you feel especially generous, back them on Patreon. Watch on YouTube  ( 6 min )

🎃 Maintainer Spotlight: Bringing 3d-blockstack to Life Project: 3D-Blockstack Hacktoberfest isn't just a month; it's a feeling—especially when you're on the other side of the pull request. For me, the month of October is when my GitHub activity chart goes from 0 to 100, and there's simply nothing more exhilarating. It's a time for finding new tech stacks, squashing bugs, and seeing the open-source community explode with collaborative energy. My Hacktoberfest journey started back in my college days, thanks to my GDSC chapter. I was instantly hooked on the thrill of contributing and learning. Now, as a maintainer for 3d-blockstack, I get to experience that excitement from a whole new angle. 3d-blockstack and Why I Maintain It 3d-blockstack is an open-source, mesmerizing 3D stacking …  ( 8 min )

The Key to Faster, Smarter, and Scalable Analytics Dipti Moryani ・ Oct 31  ( 5 min )

Introduction Businesses today are in a race to deliver digital experiences that are seamless, dynamic, and instantly responsive to user needs. Yet, many still face challenges like sluggish performance, inefficient rendering, and complex UI management that limit scalability and user satisfaction. These issues often hold back innovation, especially for organizations striving to stay ahead in competitive markets. What Is React 19.2 and How It Differs From Its Previous Version React 19.2 is the latest evolution of Meta's powerful UI library, geared towards making web applications faster, smarter, and more reliable for businesses. Unlike its predecessor, React 19.2 focuses on rendering efficiency and the introduction of smarter server-side data handling to support large-scale enterprise n…  ( 10 min )

In modern workflow and data management, converting Excel spreadsheets to PDF is a ubiquitous need—whether for client reports, archival purposes, or cross-team collaboration. PDFs excel at preserving formatting, ensuring compatibility across devices, and preventing unintended edits, making them the gold standard for shareable documents. This comprehensive guide walks you through using Spire.XLS for Python to master Excel-to-PDF conversion, from basic one-click transforms to advanced, customized workflows. To get started, install the Spire.XLS library via Python’s pip package manager. Choose between the full-featured version or the free tier (with limitations): Full Version pip install Spire.XLS Free Version (With Restrictions) pip install Spire.XLS.Free Note: The free version is ideal for…  ( 8 min )

Building dynamic forms in Angular has always felt a little like assembling IKEA furniture without the instructions. But soon, there will be a simpler, more reactive way. One that actually feels reactive. In this tutorial, we’ll take a dynamic form built with classic Reactive Forms and upgrade it to use the new Signal Forms API. It's still experimental, but what it can already do will make you wish it wasn’t. The Dynamic Form in Action Here’s the demo app we’ll be working with: It's a dynamic form that starts with one email text field: It has a button to add another email field dynamically: It also has a submit button that’s disabled until the form is valid: And below all of this, it has a live JSON preview of the form’s current value: When we click the “Add user” button…  ( 10 min )

Modern embedded systems rely on seamless cooperation between hardware and software. From touchscreens in industrial control panels to smart dashboards in electric vehicles, display technology has become the visible bridge between machines and users. Behind these user-friendly interfaces lies a deeply technical world — and one of the most important players in that world is the Linux Kernel. As open-source software powers more devices, ensuring that hardware vendors are properly integrated into the Linux ecosystem has become a continuous effort. This article takes a closer look at how display manufacturers get recognized within the Linux Kernel, the process behind “vendor prefixes,” and why such inclusion is important for long-term software support. Before a Linux-based device can show an i…  ( 10 min )

In the world of relational databases, the concept of a primary key is fundamental. A primary key is a column or a set of columns in a table that uniquely identifies each record. This uniqueness is crucial for maintaining data integrity, enabling fast searches, and establishing relationships between tables. What Is a Primary Key? For example, in an Employees table, the EmployeeID column often serves as the primary key because each employee is assigned a unique ID that distinguishes them from everyone else. Why Are Primary Keys Important? Data Integrity Fast Lookups and Indexing Defining Table Relationships Key Characteristics of Primary Keys Non-nullability: Primary key columns cannot have NULL values. Immutability: The primary key value should not change over time to maintain consistent re…  ( 7 min )

Introduction Working with Goose across multiple projects comes with challenges. One major issue is the time and effort it takes for teams to set up configurations: "Wait, what provider did we use for this React app? Which LLM model for the Django server? Did you turn off auto-execute for this SECRET project?" Without a systematic structure, teams constantly ask these questions and fix inconsistencies. Luckily, Goose allows developers to manage project configurations easily through global and project YAML files. Goose configurations work in a hierarchy: ~/.config/goose/profiles.yaml (Global) ↓ project/.goose/profiles.yaml (Project) ↓ CLI flags/environment variables (Runtime) Each layer overrides the previous one, giving you flexibility in configuration structure. Create a central…  ( 8 min )

In modern application ecosystems, performance isn’t confined to your own codebase. Your application continuously interacts with external services, such as APIs, cloud platforms, databases, authentication providers, and payment gateways. Each of these external dependencies plays a critical role in delivering a smooth user experience but they also introduce a layer of unpredictability. If one external service becomes slow, unresponsive, or returns errors, your end users will feel it, even if your internal systems are performing perfectly. This is why External Request Monitoring has become a silent yet essential pillar of every Application Performance Monitoring (APM) strategy. External Request Monitoring refers to tracking and analyzing every outbound request your application makes to extern…  ( 9 min )

The way people pay has changed more in the last decade than in the last century. Your customers no longer want to carry cash or wait in long queues at branches. They demand fast, secure, and affordable ways to pay today, whether it is for daily needs, shopping, or cross-border transactions. That’s why digital payments have taken center stage. But here comes the challenge. Should you offer prepaid cards or build a digital wallet payment system? Both are powerful, but each serves different purposes. Prepaid cards give your customers control and access anywhere cards are accepted. Digital wallets provide speed, convenience, and loyalty-driven engagement. However, the choice you make can impact customer satisfaction, your costs, and even your growth in new markets. It shows why the decision be…  ( 9 min )

Upgrading a Ruby on Rails app can feel a bit like refactoring your workspace. You know it’s good for your application, but you’re not always sure where to start or what you might uncover along the way. The truth is, every Rails upgrade comes with its own set of challenges. But with a little preparation, you can turn a potential issue into a smooth, structured process. Let’s look at some of the common challenges our teams at Railsfactory face and how we get ahead of them. You know the feeling. You run bundle update and suddenly half your app starts throwing errors. Gem dependencies often break during upgrades because many libraries aren’t maintained in sync with Rails versions. How to prepare: Railsup , our free gem compatibility checker, to quickly see which gems need attention.) Rail…  ( 8 min )

Decoding the Language of Data: A Comprehensive Guide to Text Mining in R and Python Dipti ・ Oct 31  ( 6 min )

I’m still working on my invoice tool for freelancers and small businesses, and today I added a new feature: file attachments for each client or invoice. Let users attach receipts, PDFs, images, contracts, etc. Allow multiple uploads Show real-time progress Rename files before/after uploading Store files in the cloud (not just locally) Keep everything tied to a specific client Formats I decided to support = MAX_FILES} accept=" .jpg,.jpeg,.png,.webp, .pdf,.doc,.docx,.xls,.xlsx,.csv,.txt,.odt, .zip,.rar,.7z,.tar,.gz, .mp3,.wav,.mp4,.mov, .psd,.ai,.svg,.fig" /> React + TypeScript Cloudflare R2 for storage(free upto 10gb) Presigned URLs for direct uploads Prisma to link attachments to clients Modals + toasts for UI I’m sharing this because I’m trying to build this project piece by piece, learning as I go. If you have ideas, better approaches, or feature suggestions, I’d love to hear them.  ( 6 min )

You are 45 minutes into debugging a complex microservices issue. Your mental model of the system is finally clear. Then Slack pings. Your flow state collapses instantly. This scenario repeats daily for most developers. **Research shows programmers take 10-15 minutes just to start editing code after resuming work.** The cost? Wasted hours and diminished output. The solution isn't working harder. It's working in rhythm with your brain's natural cycles. Your brain operates on ultradian rhythms. These are 90-minute cycles that train your ability to concentrate deeply. Here's what the science tells us: Push beyond 90 minutes and cognitive fatigue sets in Stop too soon and you never reach true flow state Developers need 52-90 minutes to reach flow state for complex problem-solving So you think …  ( 11 min )

Google has officially launched Merchant Center for Agencies, a specialized platform designed exclusively for agencies managing multiple Google Merchant Center accounts for eCommerce clients. This October 2025 rollout introduces a streamlined interface that consolidates client account management, diagnostics, and optimization tools into a single centralized dashboard, replacing the complexity of the previous Multi-Client Account (MCA) system. Merchant Center for Agencies is a tailored platform built specifically for agency users who manage Google Merchant Center accounts on behalf of other businesses. The platform enables agencies to oversee multiple client accounts at scale through a unified interface, providing enhanced visibility, faster issue resolution, and improved operational efficie…  ( 7 min )

I'm learning machine learning, and I want to share this journey with you. Not as an expert—I literally started Kaggle's "Intro to Machine Learning" course last week—but as someone who just figured out how to build their first predictive model and wants to help others do the same. If you've been curious about AI and machine learning but thought it was too complicated, or if terms like "neural networks" and "algorithms" sound intimidating, this post is for you. Let me show you that it's actually way more approachable than you think! I've been fascinated by AI for a while now. Every time I see AI-powered recommendations on Netflix, autocomplete on my phone, or ChatGPT writing code, I wonder: "How does this actually work?" I wanted to go beyond just using AI tools—I wanted to understand the fu…  ( 11 min )

As the digital landscape grows ever more social-media-first, where original visual storytelling dominates the feed and creativity defines visibility, generative AI has quickly become far more than a playground for entertainment. Requiring no professional design skills or big budgets and limited only by imagination, advanced AI tools can offer fast and distinctive visual solutions for anyone looking to stand out from the flood of generic stock images and template-based designs. With the right mix of thoughtfulness, artistry, quality control, and ethical awareness, you can turn AI from a shortcut into a true catalyst for creative self-expression, making your online presence more authentic, enhancing your content feed, and boosting engagement. AI can help you establish a more unique visual …  ( 9 min )

Our Best Golf Challenge EVER pits Rick Shiels, James Robinson & Guy Charnock on an 18-hole mission to break 75—with a savage twist: before every hole, one of them pulls a YELLOW BALL and must tackle that hole solo while the others watch. No safety nets, no second chances, just pure pressure golf. Brace yourself for huge momentum swings, nail-biting nerves, epic saves (and epic meltdowns), plus classic banter from the lads. Can they conquer the Yellow Ball Challenge and still break 75? Watch to find out—and let us know if you’d take on this wild format! Watch on YouTube  ( 6 min )

The CORE Workflow for Peak Productivity Jeff Su breaks down the four-step CORE system he taught to over 6,600 Googlers: Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking out focused time. It works with any tool you already use, becomes second nature in about two weeks, and frees you from relying on memory or sheer willpower. The video walks through each step, explains why it really sticks, and links to handy extras—templates, prompts, his Notion Command Center, the Workspace Academy, and more—so you can plug-and-play your way to a rock-solid workflow. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back to “sin” Tim Burton’s stop-motion gem Frankenweenie now that it’s hitting theaters again. In true Cinemasins fashion, they love the movie but can’t resist poking fun at every little quirk in just 14 minutes. Alongside the video they drop a ton of links—website, poll, Patreon, Discord, Reddit—and shout out their writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) plus all their social channels for more sin-filled content. Watch on YouTube  ( 6 min )

Summary CinemaSins cranks out “Everything Wrong With Longlegs In 24 Minutes Or Less,” riffing on Nicolas Cage’s wild performance and teasing Osgood Perkins’s upcoming thriller, Keeper. Along the way, they rack up all the “sins,” crack wise, and prove—yeah, those legs really are long. They also plug their Linktree, Patreon, polls, Discord and Reddit communities, and share social handles for Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—the sinful squad behind the snark. Watch on YouTube  ( 6 min )

Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ bite-sized roast of one of the best genre movies of the year—delivered with that classic Halloween twist. They’re sinning the film for fun, even as they admit it “rules.” For more sins and shenanigans, head to cinemasins.com and follow their YouTube spinoffs (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork). Don’t forget to fill out their sinful poll, support them on Patreon, and join the crew on Discord, Reddit, Instagram, TikTok or Twitter. Watch on YouTube  ( 6 min )

The Caravan Of Garbage crew kicks off a four-week deep dive into the Predator franchise with the 1987 Schwarzenegger original. They make a solid case for why Predator is the peak of ’80s action-sci-fi—killer direction, an all-star cast, iconic creature design, plus all the mud, lasers, invisibility shenanigans and explosions you could dream of. Hungry for more? Check out extended audio editions, bonus podcasts, movie commentaries, video-game let’s-plays and merch over at bigsandwich.co, Patreon, YouTube and wherever you grab your podcasts. Watch on YouTube  ( 6 min )

In today’s competitive B2B landscape, digital experience design has evolved from a “nice-to-have” into a core business differentiator. Enterprises are realizing that B2B customer engagement and B2B customer loyalty depend not just on product quality, but on how seamlessly, intuitively, and meaningfully clients interact with their digital touchpoints. Let’s explore how businesses can design impactful digital experiences in B2B services that build trust, loyalty, and long-term engagement. Unlike B2C transactions, B2B relationships involve longer buying cycles, complex decision-making, and multiple stakeholders. In this context, digital experience design helps simplify and humanize every stage of the journey—from awareness to post-sale support. A well-designed digital customer experience stra…  ( 8 min )

When it comes to SEO, most people think about keywords, backlinks, and content. While these are undeniably important, there’s another powerful factor that often goes unnoticed — website architecture. Your website’s structure is like the foundation of a house: if it’s solid, everything built on top performs better. But if it’s weak or confusing, even the best content and SEO tactics won’t reach their full potential. In this article, we’ll break down what website architecture really means, how it impacts your SEO performance, and what you can do to design a site structure that both search engines and users love. What Is Website Architecture? Website architecture refers to how the pages on your site are organized and connected. It’s the way content flows, how users navigate from one page to a…  ( 10 min )

A comprehensive, beginner-friendly guide to understanding and implementing caching systems Imagine you're a student studying for exams: Without Caching: Every time you need information, you walk to the library (10 minutes away) Find the book on the shelf Read the page you need Walk back home Repeat this for EVERY piece of information you need With Caching: First time: Walk to library, photocopy the important pages Keep those photocopies on your desk at home Next time you need that info: Just look at your desk (5 seconds!) Only go back to the library if you need something NEW This is exactly what caching does in software! Think of caching like organizing your kitchen: 🏪 Grocery Store (Database) → Slow, but has EVERYTHING ↓ 🚗 Drive & Shop (Network Call) → Takes time & effort ↓ �…  ( 36 min )

Quantum-Leaping Collateral: AI-Powered Optimization for the Future of Finance Tired of leaving money on the table due to inefficient collateral allocation? Do complex financial agreements and rigid regulatory constraints feel like an impossible maze? Imagine a system that not only understands the fine print of your credit support documents but also finds optimal solutions beyond the reach of classical computing. The core idea is to blend the pattern-recognition power of large language models (LLMs) with the optimization capabilities of quantum-inspired algorithms. By using an LLM to extract critical terms from complex legal documents and feeding that information into a specialized solver inspired by quantum approximate optimization, we can find more effective ways to manage collateral as…  ( 7 min )

Front-end frameworks have come a long way. What started as a battle between React, Angular, and Vue has now evolved into an ecosystem of tools, meta-frameworks, and architecture patterns. As a senior frontend developer with hands-on experience across these frameworks, here’s my honest take on where each stands in 2025, what they do best, and when you should pick one over the others. We’re past the “framework wars.” All three — React, Angular, and Vue — are mature, production-ready, and widely adopted. The real question now is: “Which one aligns with your team’s goals, architecture, and long-term maintainability?” Let’s look at each framework from a real-world, senior developer’s perspective. React, maintained by Meta (Facebook), remains the most popular frontend library in 2025. Its flexib…  ( 9 min )

The AI-Powered Apology: What Happens When Students Get Caught Cheating In a bizarre incident that raises questions about academic integrity, a group of students were caught cheating by their professors. But instead of facing penalties or even expulsion, they used AI to draft an apology letter. Cheating in the Age of AI The use of artificial intelligence (AI) in education is becoming increasingly common. From personalized learning tools to automated grading systems, AI is changing the way we teach and learn. However, it's also creating new challenges for educators. Cheating by students using AI-powered tools is on the rise. Professors are struggling to keep up with the latest AI-powered cheating methods. The use of AI in education raises questions about academic integrity and fairness…  ( 7 min )

Comprehension:- List Comprehension • Definition: A concise way to create lists by applying an expression to each item in an iterable, optionally filtering elements. • Syntax: [expression for item in iterable if condition][expression for item in iterable if condition] • With Condition: Only include even numbers • With if-else: Label numbers as even or odd Dictionary Comprehension • Definition: Similar to list comprehension but used to create dictionaries. • Syntax: {key_expression:value_expression for item in iterable if condition} • Creates a new dictionary by generating keys and values from an iterable. • Basic Example: Square numbers as values with numbers as keys python • With Condition: Include only even numbers as keys • Start • Create an empty dictionary called even_squares • For each number x in the range 0 to 9: • If x is divisible by 2 (i.e., x % 2 == 0): • Add an entry to even_squares with key = x and value = x squared (x**2) • Print the dictionary even_squares • End Key Points • Both comprehensions are syntactic sugar for loops and conditionals, making code more compact and readable. • Use comprehensions for simple transformations and filtering in one line. • For complex logic, traditional loops with explicit statements might be preferred for clarity. • Comprehensions maintain the original data unchanged and produce new collections.  ( 7 min )

TipTap is a modern, headless rich text editor framework built on ProseMirror, designed for developers who want to create highly customizable editing experiences. It integrates seamlessly with Vue 3, making it a popular choice for building custom editors in modern web applications. Install Dependencies npm install @tiptap/vue-3 @tiptap/pm @tiptap/starter-kit Create a TipTap Component Create a new file, e.g., components/Tiptap.vue, and add the following code: import { useEditor, EditorContent } from '@tiptap/vue-3' import StarterKit from '@tiptap/starter-kit' const editor = useEditor({ content: ' I\'m running Tiptap with Vue.js. 🎉 ', extensions: [StarterKit], }) …  ( 7 min )

AI agents are evolving fast — and frameworks like LangChain, AutoGen, and OpenAI’s Apps SDK are leading the charge. These tools help you: Build multi-agent systems Automate reasoning workflows Integrate AI with APIs and databases 🔧 Real-World Use SaaS copilots that manage data Automated report generators Multi-step AI workflows with human feedback I’ve been experimenting with AI automation myself, and the productivity jump is massive. 👉 Full breakdown with code examples: ganeshtidake.site/blog/ai-agent-frameworks  ( 6 min )

Read here : https://blog.aarjun.tech/posts/border-gateway-protocol/  ( 6 min )

🚀 Jio Youth Offer: Google AI Pro Subscription Claim 18 months of the Google AI Pro subscription (worth ₹35,100) for FREE! This is an exclusive early access offer for Jio users aged 18-25 years who are on an active unlimited 5G plan. Official Offer Link: https://www.jio.com/google-gemini-offer/ ![Google Gemini x Jio Offer] With a Google AI Pro membership, you get 18 months of expanded access to Google's most powerful AI features, including: Access to Gemini 2.5 Pro: Get priority access to Google's most capable model through the Gemini app. 2 TB Cloud Storage: Ample storage for your Google Photos, Gmail, and Google Drive. Gemini in Google Workspace: Use Gemini directly within your Google apps like Gmail, Docs, Vids, and more. Advanced AI Video Tools: Veo 3 Fast: Limited access to Goo…  ( 7 min )

As digital users, we’ve all gone through the login process countless times. It’s a necessary step — but not exactly the most exciting part of using a product. However, from a product designer’s perspective, this small interaction plays a crucial role in shaping the user’s first impression. The login page design is the first gateway to your product. If users forget their password but find no recovery options, or if the process feels confusing and slow, they may abandon the experience altogether. That means losing potential users before they even get to see what your product can offer. In this blog, we’ll break down the best login web page design​s, point out the best practices that make a login experience not only functional but also delightful to users.  Let’s see if your current saas ux d…  ( 11 min )

Meet DiT360: The AI That Paints 360° Worlds From a Single Prompt Ever wondered how a computer could create a seamless, all‑around view of a place it has never seen? Scientists have built DiT360, a new AI that learns from both regular photos and wide‑angle panoramas to generate stunning 360° images. It opens doors for faster content creation, better in‑painting of missing parts, and richer storytelling in games and travel apps. Imagine the world becoming a gallery you can walk through, all generated in seconds. Read article comprehensive review in Paperium.net: DiT360: High-Fidelity Panoramic Image Generation via Hybrid Training 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )

If I had to name one combination that transformed how I build, write, and automate, it’s ChatGPT + GitHub. Here’s exactly how I use them side-by-side to create, test, and deploy projects 10x faster, whether I’m building AI frameworks, writing books, or managing ReThynk AI’s open libraries. 1️⃣ ChatGPT: The Thought Accelerator I use ChatGPT not just for code generation, but for structural thinking. Every new project starts with a prompt like this: 💡 Prompt Example: You are a senior DevOps engineer. Within minutes, I get: A structured architecture Suggested APIs CI/CD workflow ideas Integration blueprint for scalability That means I start building with clarity, not trial and error. 2️⃣ GitHub: The Memory Engine ChatGPT helps me generate. I use GitHub for: Versioning every experiment Publis…  ( 9 min )

I’m currently in Norway on a day off from my European tour, which kicked off in Germany and is heading next to Dublin. Also, there’s a Halloween deal on three guitar courses (Scale Matrix, Quick Lessons, Arpeggio) for $79—but it ends tomorrow! Watch on YouTube  ( 6 min )

The choice of API or SDK to connect AI models with RPA platforms such as UiPath or Automation Anywhere depends on your project’s objectives. I am sharing the following points, based on my personal experience, that have always helped me in the dilemma of choosing the best APIs to connect AI models with RPA tools. 1. OpenAI API (GPT Models) 2. Microsoft Azure AI and Cognitive Services 3. Google Cloud Vertex AI 4. Hugging Face Inference API or Local Models 5. Automation Anywhere IQ Bot and AI Extensions If you still encounter a problem after taking these steps. In that case, you can consult an experienced AI automation agency that can guide you to select the right tools, set up integrations, and ensure your RPA and AI systems work together to maximize efficiency and accuracy.  ( 7 min )

Summary I went head-to-head with Carlisle GC’s head pro in a £1,000 match, backed by Titleist, who surprised us by pledging extra support to the club’s junior section. Big thanks to Nicky and everyone at Carlisle GC for hosting, and shout-out to Titleist for keeping my game sharp—check the link for gear discounts! Watch on YouTube  ( 6 min )

The Productivity System You Can Steal from Google Jeff Su breaks down the exact “CORE” workflow he’s taught to over 6,600 Googlers in nine years: Capture every task or idea immediately Organize it with minimal friction Review during scheduled sessions Engage by blocking dedicated time for execution He promises it works with any tool you already use, becomes automatic in about two weeks, and stops you from relying on memory or willpower alone. Plus, he shares all his favorite prompts, Notion templates, newsletter links, and even his YouTube gear list so you can build your own power workflow. Watch on YouTube  ( 6 min )

WebRTC: The Complete Guide to Real-Time Communication in Web Applications (2025) Table of Contents Introduction to WebRTC Understanding WebRTC Architecture Core WebRTC APIs Building Your First WebRTC Application Advanced WebRTC Concepts Real-World Use Cases Performance Optimization Security Best Practices Troubleshooting Common Issues Future of WebRTC WebRTC (Web Real-Time Communication) is a powerful, open-source technology that enables peer-to-peer audio, video, and data sharing directly between web browsers and mobile applications without requiring plugins or third-party software. Since its introduction by Google in 2011 and standardization by the W3C and IETF, WebRTC has revolutionized how we build real-time communication applications. In today's digital landscape, real-t…  ( 24 min )

Halloween II Gets the Ringer Treatment Bill Simmons, Chris Ryan, and Van Lathan dive back into John Carpenter’s 1981 sequel to see if Michael Myers still reigns as the ultimate horror villain. They kick off debating the GOAT status, share which scene they’d watch on repeat, and wrap up by sorting the film into their own quirky categories. Along the way, they plug “A Mountain of Movies®” on Paramount+ and the new Netflix thriller “A House of Dynamite,” with a side of State Farm—because you never know when you’ll need coverage in Haddonfield. It’s a fun, spoiler-light romp perfect for slasher fans and Ringer regulars alike. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back in theaters with Tim Burton’s Frankenweenie, gleefully pointing out every quirk, plot hole and nitpick—even if the movie’s “frankly good.” In their trademark style, they crack jokes, tally “sins” and celebrate the film’s charm all at once. Along the way you’ll get loads of links to their other channels (TV Sins, Commercial Sins), a poll to share your own movie gripes, Patreon support info, and social handles from writers like Jeremy, Aaron, Jonathan and more. It’s a quick, irreverent ride through Burton’s dog-resurrecting tale—and a reminder that no beloved flick is safe from a little friendly roasting. Watch on YouTube  ( 6 min )

Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins serves up a tongue-in-cheek Halloween roast of “Sinners in 15 Minutes or Less,” lovingly pointing out every nitpick in what they still hail as one of the year’s best genre flicks. Expect their signature sin counter, playful jabs, and plenty of film-buff humor. Along the way, they plug all the usual Cinemasins hangouts—TVSins, CommercialSins, podcast network and more—plus a linktree for up-to-the-minute updates, a poll to learn about you, Patreon support, Discord and Reddit communities, and all their social media handles. Watch on YouTube  ( 6 min )

👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small 🎉 Examples of 'wins' include: Optimizing a database query that was slowing everything down Saying "no" to scope creep and meaning it Getting through code review without major changes requested Figuring our your halloween costume ahead of time 👻 Happy Friday!  ( 6 min )

On October 20, 2025, a significant AWS outage shook the digital world, causing widespread disruption across numerous popular apps, websites, and services. This incident serves as a crucial case study for cloud infrastructure resiliency and the risks of heavy cloud dependency. The outage originated from a problematic update to DynamoDB’s API, a core AWS managed database service. This update triggered failures in the Domain Name System (DNS) — the system responsible for translating web addresses into server IPs. When DNS became unavailable, many AWS services couldn’t locate critical infrastructure, resulting in cascading failures impacting 113 AWS services for hours before AWS fully restored operations. Major global platforms faced outages or degraded service during the event, including: Sna…  ( 7 min )

Hey dev.to community, For any serious fantasy football manager, sports analyst, or even a dedicated fan tracking teams like Penn State or Texas, the depth chart is gospel. It tells you who's starting, who's injured, and who's poised for a breakout. But here's the kicker: official APIs often fall short. They don't provide granular, real-time updates for every subtle shift on a Penn State Depth Chart or Texas Football Depth Chart, or for the myriad of news snippets that hint at changes. This is where the real engineering challenge begins: building a system that can intelligently scrape, parse, and update depth chart information in near real-time, blending traditional data engineering with the power of AI. The Data Jungle: Where Information Lives Official Team Websites: Often PDFs or dynamica…  ( 8 min )

In the bustling arena of System-on-Chips (SoCs), where new processors are announced almost weekly, it’s rare for a single chip to redefine a segment. The Rockchip RK3568, however, didn't just enter the market; it arrived with a deliberate and impactful "new look." This isn't a mere incremental update. It’s a strategic pivot, shedding the skin of a basic multimedia processor to emerge as a robust, versatile, and intelligent platform for the next generation of embedded computing. So, what exactly constitutes this "new look" for the RK3568? It’s a transformation built on three core pillars: a shift towards AI-enabled intelligence, a commitment to industrial-grade reliability, and an embrace of open-source philosophy. https://rockchips.net/rk3568-news-updates-and-datasheet/ Previous generatio…  ( 8 min )

Politics isn’t just speeches, rallies, and debates anymore. Today, political campaigns operate like tech companies — hiring data scientists, analysts, machine learning engineers, and behavioral experts. If elections used to be about “gut feeling” and charisma, modern politics relies on: Data-driven voter segmentation Machine learning for prediction Sentiment analysis on social media Micro-targeted ads and narrative strategies Real-time A/B testing during campaigns It’s no exaggeration to say that data science has become one of the most powerful tools in modern democracy — shaping opinions, targeting undecided voters, optimizing campaign spending, and even predicting social behavior. In this article, we’ll break down how political parties use data science behind the scenes — without hype, w…  ( 9 min )

Why i join again? To be honest here, I'm here mainly for the digital badges and the goodie, secondly is to put my software development skills into good use to contribute to open source so my skills wont get rusted and dusted in my back closet and so that in future someone else will be benefited from my contribution. thirdly, i want to make some meaningful stuff during my career break? maybe uncertainty situation (i explain this later). Finally, i want to see what kind of challenges i will face this time as every year Hacktoberfest there's always a lot of blockers, new challenges. I contribute to ShareBite, ProjectHive, and Vizit because i find these projects are closely related to my job which is Frontend developer. i think the contribution to Vizit are way more fun and i learnt the most…  ( 9 min )

GitHub Home I still remember the bug that kept me up all night. A payment callback endpoint, when handling a rare, exceptional status code from a third-party payment gateway, had a .catch() that was accidentally omitted from a Promise chain. The result? No logs, no alerts, and the service itself didn't crash. It just "silently" failed. That user's order status was forever stuck on "processing," and we were completely unaware. It wasn't until a week later during a reconciliation that we discovered hundreds of these "silent orders," resulting in tens of thousands of dollars in losses. 💸 The lesson was painful. It made me realize that in software engineering, we probably spend less than 10% of our time on the happy path. The other 90% of the complexity comes from how to handle all sorts of e…  ( 9 min )

New era, new thinking. Modernize rather than being afraid. Embrace the change. The world of programming has entered a new chapter where AI no longer feels like competition but collaboration. In this short reflection, I explore how hybrid developers, those who merge logic with creative reasoning and work alongside AI, are shaping the next evolution of software. 👉 Read the full article here: Man with Machine: The Hybrid Future of Coding What do you think? Can AI ever replace the human touch in coding?  ( 6 min )

Learn #HowTo port MobileNetV3 for handwritten digit recognition on NXP i.MX8M Plus-based platform, using eIQ Portal for TensorFlow Lite deployment 👉 https://www.forlinx.net/article_view_740.html EmbeddedAI #EdgeComputing #HandwrittenRecognition #iMX8MPlus #ForlinxEmbedded #OKMX8MPC  ( 6 min )

Billing SDK: TypeScript billing components for React and Next.js applications What's included: ✓ Pricing table components with multiple layouts ✓ Subscription management interfaces ✓ Usage meters for API quotas and limits ✓ Cancellation flows with retention patterns ✓ CLI that sets up payment integration automatically ✓ Full TypeScript support with typed props ✓ Works with shadcn/ui components ✓ Pre-built Next.js API routes for webhooks The CLI handles the tedious setup. Run one command and it generates checkout routes, webhook handlers, and provider integration. Currently supports Dodo Payments with more providers coming. All components use Tailwind CSS so they match your existing styles. You can customize themes through CSS variables or pass your own classes. Check it out if you're building billing features and want to skip the repetitive UI work. 👉 https://next.jqueryscript.net/next-js/saas-billing-ui/ 👉 GitHub Repo 👉 Live Demo  ( 6 min )

The digitization of workforce management has emerged as a strategic necessity for Indian organizations, on account of the need for regulatory compliance and the pursuit of operational efficiency. The Government of India has shown its commitment to digitization through the initiative of the Ministry of Labour & Employment, which aims to digitize labour-related records via the Shram Suvidha Portal. Therefore, it is essential for organizations to progress with the digitization of workforce management. The initial step involves the adoption of digital timesheets. The first step is adoption of digital timesheet. There have been considerable adaptations of digital timesheets within the industry, driven by regulatory requirements, technological advancements, and a growing emphasis on workforce a…  ( 7 min )

This guide will show you how to make a Docker image step by step that works as an SFTP server. By the time we wrap up, you’ll have a simple but secure SFTP server up and running in a Docker container. If you’re keen on getting your hands dirty or just want to dive right into the code, you can find the full project on GitHub. Go ahead and grab it from tshenolo/docker-sftp-server-with-sshkey Table of Contents Introduction Prerequisites SSH Key Configuration Set Up the Docker File Build Your Docker Image Running the Docker Container Verifying the Container’s Status Connecting to the SFTP Server Using the SFTP Server Conclusion An SFTP server provides a secure way to transfer files between computers over an encrypted SSH transport. Docker allows you to package an SFTP server with all its depen…  ( 9 min )

I’m Mandla Hemanth, a first-year AIML student from Anurag University. This was my first ever Hacktoberfest, and honestly, it’s been a rollercoaster of learning, excitement, and a few “why is this not working?” moments 😅. At first, I didn’t really know much about open source or how GitHub contributions worked. I watched videos, read a few blogs, and started trying to make my first pull requests. I was so happy to finally contribute… but most of my PRs ended up getting rejected 💔. It was a bit disappointing, but each rejection actually taught me something new — how to read contribution guidelines properly, how to make cleaner commits, and how to communicate better with maintainers. I even started understanding how open-source projects are managed, which felt amazing. Even though I didn’t get many accepted PRs this time, I’m proud that I tried. I stepped out of my comfort zone, learned from my mistakes, and met some really helpful people in the community. Next year, I want to come back stronger — with better coding skills, more confidence, and maybe even my own small project to contribute to. Hacktoberfest 2025 might not have gone perfectly, but it definitely got me started on my open-source journey.  ( 6 min )

Introduction As I wrote in my book Why Learn C, §18.7, Warnings: The best way to avoid debugging is not to put bugs into your programs in the first place. By default, most compilers automatically give some warnings, but not all. By enabling more warnings, the compiler can help you catch bugs before committing your code. Hence, in your configure.ac file, you should make your project’s CFLAGS variable (e.g., CDECL_CFLAGS for cdecl) to include warning compiler options. The problem is that different compilers (or different versions of the same compiler) accept different subsets of warnings, or similar warnings with different names. If you want your programs to be portable by being able to be compiled using different compilers (e.g., clang, gcc, xlc), you have to include the union of all the…  ( 8 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight 🎨 About the Project Welcome to the CSS Art Museum Just like a traditional museum that showcases ancient and valuable art, I imagined a digital gallery that could showcase artworks made with HTML, CSS, and JavaScript — representing the creative side of the digital world. The idea is simple: every contributor adds their own CSS creation, and together we build a growing museum of styles, colors, and imagination. 💫 What Makes It Unique Beginner-friendly and open to everyone 🧩 🧠 Contributions Welcome We welcome contributions in: Yes, we have beginner-friendly issues labeled as good first issue to help newcomers start contributing confidently. 🧭 What I’ve Learned as a Maintainer Maintaining this proj…  ( 7 min )

In today's fast-paced tech world, developers face an ever-growing need to make faster, smarter decisions. But what if we could take the guesswork out of coding? What if data itself could guide developers, inform decisions, and lead to better outcomes? This is where data-driven development enters the scene—a powerful approach that merges the worlds of big data and coding to create smarter software. In this blog, we’re going to explore how leveraging big data can elevate your development process, reduce errors, and unlock new possibilities for innovation. Whether you’re a seasoned developer or just starting out, understanding how to use data effectively can give you a serious edge in today's competitive tech landscape. Imagine coding based on insights from actual data rather than assumptions…  ( 9 min )

I Just Completed Cisco's Introduction to Cybersecurity Course – Here's What I Learned 🔐 Over the past few weeks, I dove deep into the world of cybersecurity through Cisco's Introduction to Cybersecurity course. As someone who believes in learning in public, I wanted to share my key takeaways and reflections from this journey. Before this course, I knew cybersecurity was important, but I didn't realize just how critical it is at every level: Personal Level: Our identities, banking details, and private conversations are all digital now Organizational Level: Companies face attacks that could destroy their reputation overnight Government Level: National security and economic stability are at stake The reality? We're all targets. But knowledge is power, and understanding threats is the first…  ( 8 min )

I created an MCP server that streamlines access to custom Terraform modules that I'd like to share with the community. The project called terraform-ingest is a CLI, MCP, and API tool that can be used locally or with an AI agent to tap into your existing code base more effectively. I looked high and low for a model context protocol server I could use as an interface to the several dozen custom Terraform modules I've created. My search was futile so I spent a few cycles and just made my own. With this solution you can use a simple YAML file to define all your custom Terraform modules git sources. These are then ingested to extract and index all relevant information for embedding into a vector database. From here you can use this tool as a CLI, API, or MCP server to find modules that best su…  ( 10 min )

_SUBHEADING: Cyber threats cost our economy Billions. This article provides data and information gained from my work and how better cyber-defence can increase U.S. economic output. _ Have you ever wondered if cyber-security is just cost or growth to the U.S. economy. During my years providing advice financial institutions and healthcare providers I witnessed how cyber events slow investment, increase costs, erode trust and prevent growth. In this article I present some research and experience on the value of investments in Cyber-Defence as part of the economy, share some latest data, and show possible pathways to align the reality of more robust security to increased GDP The Size of Investment and Threat How Better Cyber Defense Can Boost the GDP From my past job I noted that the firms wh…  ( 9 min )

For my final Hacktoberfest contribution, I worked on Issue #18 which was “Rotate Array by K Positions” in the Seed-Pursuit repository. The issue didn’t have a full description, so I interpreted it as the standard DSA problem of rotating an array to the right by k positions. To prepare, I explored the repository’s structure and confirmed it was written in Java, then set up my local environment and created a new branch for the fix. I reviewed different rotation methods and chose the optimal reverse-based approach, which rotates the array in O(n) time and O(1) space. My implementation reverses the entire array, then the first k elements, and finally the remaining ones, ensuring all cases work even when k exceeds the array length. The final file, DSA/RotateArrayByK.java, includes a main() method for testing, where users can input n, the array elements, and k, to see the rotated output. Before coding, I researched similar solutions on GeeksforGeeks to verify my approach and syntax. The main challenge was understanding the repo’s submission style and ensuring my code matched its conventions. Once completed, I pushed my changes to GitHub and created Pull Request. This experience helped me improve my confidence in contributing to open-source projects, practice Git branching and PR etiquette, and apply algorithmic logic in a real project environment.  ( 6 min )

Turbocharge Your AI: A Smarter Way to Explore Decision Trees Stuck waiting for your AI to make a move? Complex decisions, like resource allocation or planning a game strategy, often require searching through a massive number of possibilities. Traditional search algorithms waste time re-evaluating similar scenarios. Imagine having to re-invent the wheel every time you build a new car. There's a better way. The core idea is simple: group similar decision points in the search space. Instead of treating each possibility as entirely unique, we identify relationships between them. By understanding the difference in value between similar states, we can effectively compress the search tree without losing critical information. It's like only needing to test drive one model of car to understand th…  ( 7 min )

My wife is a professional dog trainer and behaviorist. Being the tech geek that I am I coded and maintain her website https://dogsden.ca. She recently developed a training system called Barbara Lloyd's Canine Cognitive Challenges, a framework that focuses on cognitive skill building for dogs rather than traditional command based training. It uses structured problem solving tasks to reveal how a dog processes information, forms strategies, and adapts to new situations. In other words, it trains the thinking system, not just the response pattern. Key outcomes of this cognitive approach include: • Stronger resilience and confidence in puppies and young dogs The program had great success in real world training, so she wanted to turn it into a scalable online course. I dutifully coded one up as…  ( 8 min )

Introduction In this tutorial, I'll walk you through how I built a complete e-commerce vegetable store from scratch using Lovable. What started as a simple idea turned into a fully functional online store with shopping cart, payment processing, user authentication, and order management—all built in record time. By the end of this guide, you'll understand how to leverage modern web technologies to create your own e-commerce platform without writing backend code from scratch. Our vegetable e-commerce store includes: 🛒 Shopping Cart System with add/remove functionality 💳 Stripe Payment Integration for secure checkout 👤 User Authentication (sign up/login) 📦 Order Management with persistent order history ☁️ Lovable Cloud Backend for database and authentication 🔗 GitHub Integration for ve…  ( 11 min )

This video shows tools I built for managing Claude Code with named sessions, log tracking, and status notifications. They work fine for daily use, but there's still plenty to optimize - that's why I'm keeping them personal for now. If there's enough interest, I'll publish a beta version so you can try them too. https://www.youtube.com/watch?v=OeR33VUsLm0  ( 6 min )

The integration of Large Language Models (LLMs) into software systems presents a fundamental challenge: reconciling their non-deterministic nature with the engineering requirement for predictable and consistent outputs. Tool as Prompt" paradigm addresses this challenge by treating structured documents not as mere text to be interpreted, but as specialized knowledge modules that an LLM can load and execute. Before diving into the theory, let's see this approach in action with a practical experiment using a real-world tool. 1. Load the Tool: Load and analyze the tool specifications from the following URL: https://github.com/fra00/2WHAV Note: If your LLM cannot access external links or encounters an error, don't worry. Open the URL, copy the entire content of the README.md file, and paste i…  ( 8 min )

Unlock the Power of MAD-GINE: A Crucial Tool for Carbon Footprint Reduction in AI Development As the world grapples with the pressing issue of climate change, the tech industry is under increasing pressure to reduce its carbon footprint. In the realm of AI development, machine learning (ML) models are a significant contributor to energy consumption and greenhouse gas emissions. This is where MAD-GINE comes in – a powerful Python library specifically designed to optimize neural network computations and minimize their carbon impact. What is MAD-GINE? MAD-GINE (Machine learning Accelerated De-carbonisation Graph INference Engine) is an open-source library that leverages graph inference and optimization techniques to reduce the computational complexity of neural networks. By analyzing the graph structure of the network, MAD-GINE identifies areas where computations can be streamlined, resulting in significant reductions in energy consumption and emissions. **How Does MAD-GINE... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Yesterday at 1pm I'm on a call with a payment provider's tech team. We're integrating their IPN (Instant Payment Notification) system. The call should've been 15 minutes. It turned into a 2-hour argument about how callbacks should work. Their lead engineer is telling me we need to validate everything in the callback endpoint. Check for duplicates. Verify the payment hasn't been processed. Update the database. Send confirmations. Return specific error codes for different scenarios. I'm sitting there thinking "no, that's all wrong." Finally I said it. "Your job is to hit our endpoint. Our job is to acknowledge we received it. Everything else is our problem, not yours." Silence on the call. Then he says "that's not how callbacks work." But here's the thing. That IS how callbacks should work. …  ( 17 min )

A West Coast biotech entrepreneur says he’s secured $30 million to form a public-benefit company to study how to safely create genetically edited babies, marking the largest known investment into the taboo technology.   The new company, called Preventive, is being formed to research so-called “heritable genome editing,” in which the DNA of embryos would be…  ( 22 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Why do so many people think the Fruit of the Loom logo had a cornucopia? Quick question: Does the Fruit of the Loom logo feature a cornucopia? Many of us have been wearing…  ( 22 min )

For those of us in the Northern Hemisphere, it’s the season of the sniffles. As the weather turns, we’re all spending more time indoors. The kids have been back at school for a couple of months. And cold germs are everywhere. My youngest started school this year, and along with artwork and seedlings, she has…  ( 21 min )

Ether rose on heavier trading, then slipped after an upper-band rejection, leaving a tighter range and a clear set of checkpoints above and below.  ( 32 min )

Stellar is integrating Chainlink’s CCIP, Data Feeds, and Streams to enable tokenized asset flow across chains.  ( 30 min )

The 10th Circuit Court of Appeals ruled against Custodia nine months after hearing arguments in the company's effort to secure a Federal Reserve master account.  ( 31 min )

Satoshi Nakamoto’s Bitcoin white paper did not describe the end of Bitcoin’s development but the beginning, argues Voltage’s Bobby Shell.  ( 34 min )

A fast rebound met heavier trading, but rallies stalled near resistance as advocates shared Halloween-themed comments on X.  ( 32 min )

ICP bounces 1.04% to $2.94, reversing part of its recent decline as traders return and buying activity strengthens above key support.  ( 30 min )

BONK climbs above $0.00001380 resistance with 67% volume surge as meme token rallies toward new short-term highs.  ( 30 min )

A breakout above $550 followed a 1 a.m. UTC volume spike, then price cooled into a $553 to $556 band as traders watched whether $553.50 would hold.  ( 32 min )

The stablecoin issuer saw strong growth in the third quarter, reporting a $17 billion increase in circulating USDT and $135 billion exposure to U.S. Treasuries.  ( 30 min )

FIL has support at the $1.48 level and resistance at $1.52.  ( 29 min )

Transaction revenue hit $1.05 billion, but price targets range from $266 to $510 as Wall Street debates whether growth can outpace rising costs.  ( 33 min )

The bitcoin miner turned AI infrastructure play has more than 50% upside, said the bank.  ( 30 min )

The move is part of a growing trend among DAT companies, including ETHZilla, Metaplanet, Sequans, and Empery Digital.  ( 29 min )

The Kansas City Fed President said lower rates can't do a lot to improve what he calls "structural changes" in the labor market.  ( 30 min )

Sui (SUI) was also a top performer, gaining 6.6% from Thursday.  ( 26 min )

The investment bank reversed its bearish call on Coinbase, citing renewed crypto momentum and potential U.S. regulatory breakthroughs.  ( 30 min )

There is no real institutional dark pool in crypto, according to the builder of GoDark.  ( 31 min )

Token prices were hit after a sell-off in U.S. equities as Meta and Microsoft raised their AI investment projections, prompting overspending concerns.  ( 32 min )

Strategy posts record profits and strengthens balance sheet as it eyes S&P 500 inclusion.  ( 31 min )

Your day-ahead look for Oct. 31, 2025  ( 38 min )

The crypto industry’s most aggressive anti-crime task force just crossed another milestone.  ( 29 min )

The disgraced FTX founder resurfaced on social media with a sprawling self-defense arguing that customers could have been made whole in 2022.  ( 28 min )

Strong bitcoin mining performance and data center expansion drive momentum.  ( 29 min )

A long-term moving average indicator offers hope to bitcoin bulls.  ( 29 min )

A Coinbase CEO prank resolved one market with a single sentence. Ackman’s warning about “rigged odds” in a $22 million Polymarket election shows the opposite: it now takes institutional-scale money to move prices even 10%.  ( 31 min )

The immediate focus is whether Dogecoin can stabilize above $0.18 and avoid further declines.  ( 31 min )

The breach of the $2.50 level triggered significant trading activity, with a 158% increase in volume.  ( 31 min )

The relative weakness in ETH is evident from host of factors, including DATs and options.  ( 29 min )

CryptoQuant data shows U.S. spot ETF flows turning negative while Glassnode flags heavy long-term holder selling. Solana’s new spot ETFs drew inflows but failed to lift prices as sentiment weakened after large on-chain transfers.  ( 31 min )

The US government is reportedly considering a sweeping ban on TP-Link routers amid growing national security concerns surrounding the Chinese-origin networking brand. According to The Washington Post, several federal agencies including the Departments of Homeland Security, Justice, and Defense have been backing a potential move by the Commerce Department to restrict the brand’s products from […] The post US Officials Reportedly Weighing TP-Link Router Ban Over National Security Concerns appeared first on Lowyat.NET.  ( 34 min )

Samsung Electronics is collaborating with NVIDIA to build what the Korean tech giant is calling an “AI Megafactory”. If the name doesn’t already make it obvious, this facility will focus on AI-driven production. Powered by more than 50,000 NVIDIA GPUs, this AI Factory will integrate every element of semiconductor manufacturing into a single network. This […] The post Samsung To Build “AI Megafactory” With More Than 50,000 NVIDIA GPUs appeared first on Lowyat.NET.  ( 33 min )

Google Doodles come in a variety of forms, celebrating all sorts of things and occasions. The internet search giant has one for Halloween as well, which comes in the form of Pac-Man with a spooky twist. Naturally, this is done in partnership with Bandai Namco, which owns the rights to the pellet-eating arcade classic. Gameplay […] The post Pac-Man Gets Halloween-Themed Skin As Google Doodle appeared first on Lowyat.NET.  ( 33 min )

It goes without saying that Prime Minister Datuk Seri Anwar Ibrahim has taken great strides to grow Malaysia’s AI infrastructure. Which is why he met up with NVIDIA president and CEO Jensen Huang to discuss AI development in the country on the side during the APEC Economic Leaders’ Meeting (AELM). Huang convened with Anwar alongside […] The post Anwar Meets NVIDIA CEO For Malaysia’s AI Development appeared first on Lowyat.NET.  ( 18 min )

It has become a trend for brands to change or modify their logos from time to time, especially with the intention of keeping up with current trends. Recently, Mazda has joined the bandwagon by announcing a new version of its brand symbol. Mazda says its new brand symbol inherits the spirit of the emblem introduced […] The post Mazda Unveils Refreshed Logo And Wordmark appeared first on Lowyat.NET.  ( 33 min )

BYD has officially unveiled its first electric kei car, known as the Racco, at the ongoing Japan Mobility Show. As you may recall, leaks surrounding this model surfaced ahead of its debut, though not much is not known about it apart from its design. But one thing’s for certain, it is the first kei car […] The post BYD Officially Unveils The Racco; Its First Electric Kei Car appeared first on Lowyat.NET.  ( 34 min )

Since the KLIA Aerotrain resumed operations on 1 July, it had hit an unfortunate number of snags. With over 20 reported incidents, Transport Minister Anthony Loke has said that the number of disruptions the service has faced is unacceptable. And with that, the Malaysia Airports Holding Bhd (MAHB) will be held accountable for disruptions caused […] The post Loke: KLIA Aerotrain Service Disruption Frequency Unacceptable appeared first on Lowyat.NET.  ( 33 min )

Rode officially announces its newest range of wireless microphones, creatively called the Wireless Micro Camera Kit. As per the official announcement, the new Camera Kit is said to offer “the same celebrated pristine audio quality, simplicity, and portability”, making it accessible to a broader set of content creators.” The kit features a pair of transmitters […] The post Rode Launches Wireless Micro Camera Kit; Priced At US$149 appeared first on Lowyat.NET.  ( 35 min )

Malaysia Airlines has announced that it will be rolling out some updates to its Enrich travel and lifestyle loyalty programme. Starting from 1 January 2026, members will see changes to how they earn Enrich Points and Elite Points. Aside from that, the airline will be raising the requirements for Elite Status. Starting with the revised […] The post Malaysia Airlines To Update Enrich Programme For 2026 appeared first on Lowyat.NET.  ( 34 min )

Honda unveiled a new prototype model of its 0 Series EV known as the 0 α (Alpha). This futuristic EV SUV was revealed at the ongoing Japan Mobility Show 2025, and it is the third model introduced by the automaker in the line-up, alongside the Honda 0 Saloon and Honda 0 SUV, which were unveiled […] The post Honda Unveils 0 Alpha EV SUV At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 34 min )

Casio has confirmed that its limited-edition Back to the Future calculator watch will officially launch in Malaysia on 6 November 2025. The timepiece, officially known as the CA-500WEBF-1A, is introduced in conjunction with the 40th anniversary of the classic 1985 film. To recap our initial report, the watch is based on the vintage CA-500 calculator […] The post Casio Back To The Future Limited Edition Calculator Watch Priced At RM609 In Malaysia appeared first on Lowyat.NET.  ( 34 min )

With each passing day, Apple Intelligence looks to be more like an amalgamation of other AIs than its own thing. It started off with the integration of ChatGPT, with hints of Google Gemini being bundled in discovered awhile after. And it’s not ending there, according to company lead Tim Cook. The Apple CEO tells CNBC […] The post Apple To Integrate More AIs Into Apple Intelligence appeared first on Lowyat.NET.  ( 33 min )

Paramount officially confirms that Taylor Sheridan and Peter Berg will co-write the script for the live-action adaptation of the military shooter Call of Duty. Additionally, Berg, who is known for his work in Battleship, Lone Survivor, and Hancock, is also set to direct the film. As per the official press release, the film is meant […] The post Paramount Announces Writer, Director For Call Of Duty Movie appeared first on Lowyat.NET.  ( 34 min )

DJI has unveiled the DJI Neo 2 as the follow-up to the DJI Neo. The compact drone is a bit bulkier than its predecessor, weighing in at 151g. Despite the increase in mass, the palm-sized device offers the same functionality as the previous generation, while also introducing some new features. One of the notable upgrades […] The post DJI Neo 2 Goes Official With Obstacle Detection, Gesture Controls appeared first on Lowyat.NET.  ( 35 min )

Nintendo has, in a very rare moment, seen one of its patent claims against the developers of Palworld, Pocketpair, get rejected by Japan’s Patent Office. This marks one of the first setbacks for the world’s most litigious gaming brand, and one revolving its Pokemon IP. According to GamesFray, the rejection stems from Nintendo’s failure to […] The post Nintendo Patent Claim Gets Rejected By Japan’s Patent Office appeared first on Lowyat.NET.  ( 34 min )

Malaysia’s aviation landscape is set to expand with the arrival of Ascend Airways Malaysia, which has officially secured its Air Operator Certificate (AOC) and Air Service Permit (ASP) from the Civil Aviation Authority of Malaysia (CAAM). With these approvals in hand, the Kuala Lumpur-based airline is preparing to begin operations this November, starting with freight […] The post Ascend Airways Malaysia Takes Off As The Country’s Newest Airline appeared first on Lowyat.NET.  ( 34 min )

Google announced that it will be reviving a nuclear power plant in the US state of Iowa. The power plant is said to have been idle for the past five years. Google will be partnering with US company NextEra Energy to bring the nuclear power plant back to life, which will then be used to […] The post Google Set To Restart Nuclear Power Plant In US State Of Iowa appeared first on Lowyat.NET.  ( 34 min )

WhatsApp is introducing a new way to secure your chat history with the rollout of passkey-encrypted backups. This adds an extra layer of protection for users who rely on the platform to store years of conversations, photos, and voice notes. The new feature lets users encrypt their chat backups using biometric authentication methods such as […] The post WhatsApp Rolls Out Passkey Encryption For Chat Backups appeared first on Lowyat.NET.  ( 33 min )

US President Trump and Chinese President Xi Jinping have agreed to put a pause on their tariff wars, for a period of one year. The pause was instated during the meeting between the two leaders at the South Korean city of Busan. Among the topics discussed by Trump and Xi were China’s current stranglehold on […] The post US And China Agree To Pause Tariffs For One Year appeared first on Lowyat.NET.  ( 34 min )

Presented by Celonis AI adoption is accelerating, but results often lag expectations. And enterprise leaders are under pressure to prove measurable ROI from the AI solutions — especially as the use of autonomous agents rises and global tariffs disrupt supply chains. The issue isn’t the AI itself, says Alex Rinke, co-founder and co-CEO of Celonis, a global leader in process intelligence. “To succeed, enterprise AI needs to understand the context of a business’s processes — and how to improve them,” he explains. Without this business context, AI risks becoming, as Rinke puts it, “just an internal social experiment.” Next week’s Celosphere 2025 will tackle the AI ROI challenge head-on. The three-day event brings together customer strategies, hands-on workshops, and live demonstrations, highl…

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Silent Sabotage: When Hardware Flaws Poison Medical AI Imagine a self-driving car subtly misinterpreting a stop sign, or a smart thermostat nudging the temperature in the wrong direction. Now picture AI-powered diagnostic systems in hospitals, silently making critical errors. The stakes are far higher, and the threat is more insidious than you might think. The core concept: Seemingly benign hardware flaws, like bit flips induced by memory access patterns, can be weaponized to subtly manipulate deep learning models used in medical imaging. These attacks, exploiting vulnerabilities in memory chips, can inject "Trojan horses" into the models, leading to misdiagnosis or missed diagnoses without any apparent sign of tampering. Think of it like this: your pristine medical image is a canvas. A …  ( 7 min )

New AI Test Shows How Smart Machines Can Really See and Hear Videos Ever wondered if a computer can truly watch a video and listen to its sound the way we do? Researchers just gave AI a tough new quiz called OmniVideoBench. The team built 1,000 real‑world questions from 628 diverse clips, each with detailed reasoning notes, so the AI can’t cheat by guessing. audio‑visual reasoning really is. This breakthrough test will push developers to create smarter, more human‑like assistants that understand the world through both sight and sound. Read article comprehensive review in Paperium.net: OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )

Creating high-quality YouTube Shorts requires precision, speed, and creativity. YouTube Short editors help creators trim, caption, resize, and optimize long videos into engaging 60-second clips ready for viral success. With AI automation and intuitive interfaces, these tools save time while ensuring your short videos are visually appealing and on-brand. Here are the top 10 YouTube Short editors for creators, with LiveLink leading the list as the most powerful and intelligent choice. LiveLink is the ultimate AI-powered YouTube Short editor that automates everything from clip detection to captioning and formatting. Simply upload or paste your YouTube link, and LiveLink automatically extracts the most engaging moments from your video. It adds subtitles, resizes for Shorts, and even integrate…  ( 8 min )

Whether you’re creating social media clips, promotional content, or YouTube videos, trimming is one of the most essential editing tasks. Video trimmer tools help you quickly cut unwanted sections, remove pauses, and refine your clips without compromising quality. Modern AI-powered trimmers go beyond simple cutting — they can detect scene changes, silences, and key highlights to save hours of manual work. Here are the top 10 video trimmer tools for fast editing, featuring LiveLink as the leading solution for creators who value speed, precision, and automation. LiveLink is an AI-powered all-in-one tool that makes video trimming effortless. By simply uploading your video, the platform automatically identifies silent parts, transitions, and engaging moments, allowing you to trim content in ju…  ( 8 min )

As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started programming in Rust, the concept of pattern matching immediately stood out as a game-changer. It felt like discovering a tool that could make code both safer and more expressive. Pattern matching allows me to handle data in a way that feels natural, almost like having a conversation with the compiler about what my code should do. The compiler, in turn, checks my work, ensuring I haven't missed any cases or introduced subtle bugs. This symbiotic relationship between developer and tool is something I've come to rely on heavily in my projects. Pattern matching in Rust revolves around the match expression…  ( 11 min )

Turning YouTube videos into new, engaging clips is one of the easiest ways to repurpose existing content. AI video makers designed for YouTube links can automatically extract, edit, and transform videos into highlights, shorts, or branded clips for social media. Whether you’re a content creator, marketer, or editor, these tools simplify the process and save hours of manual editing while keeping the output professional. Here are the top 10 AI video makers that work directly from YouTube links, starting with LiveLink — the most advanced and user-friendly option available. Converts any YouTube video into short, shareable clips. AI automatically detects key moments and adds captions. Supports full HD exports for social media platforms. Ideal for creators, agencies, and marketers. Website: liv…  ( 8 min )

The next morning, Timothy arrived at the library with his laptop and a list of questions. He found Margaret already at her desk, reviewing some code. "I've been thinking about context variables," Timothy said, pulling up a chair. "Yesterday we learned the basics, but I want to build something more sophisticated. Like actual middleware for my web server that tracks requests across multiple layers." Margaret smiled. "Perfect timing. Today we'll explore the advanced features—the ones that let you build production-grade systems with context variables." "Remember yesterday when I mentioned that .set() returns a Token?" Margaret asked. "Let me show you why that matters." She typed: from contextvars import ContextVar import asyncio user_role: ContextVar[str] = ContextVar('user_role', default='gu…  ( 18 min )

Two years ago, I joined Dev.to with the same excitement every new dev feels — but quickly I realized that I had no direction, no project, and no clear voice. I was just posting random content, sometimes copied, sometimes AI-generated, that lacked my own authentic voice. My knowledge was only surface-level, and I had no real project to anchor my identity. That realisation hit me hard. I stepped away from all public platforms—including Dev.to—and made a silent promise: “I won’t post again until I have something real to share — something built with my own hands.” I wanted to become a *developer * who doesn’t just consume tutorials but creates meaningful tools, resources, and solutions. To do that, I needed to build something from scratch. That decision marked the start of an 18-month journey …  ( 8 min )

TL;DR Ran into maximum payload size errors when uploading files to Google Drive after deploying my SvelteKit app. While you can increase the payload limit in your server config, a better solution is to upload files in chunks using Google Drive's resumable upload API. This guide walks through a complete implementation of chunked file uploads, from generating resumable links on the backend to splitting and uploading file chunks from the frontend. Before following this guide, you'll need: googleapis - The official Google APIs Node.js client GOOGLE_CLIENT_ID - Your OAuth 2.0 client ID from Google Cloud Console GOOGLE_CLIENT_SECRET - Your OAuth 2.0 client secret from Google Cloud Console I was building a feature for my side project and ran into an issue with maximum payload size. On my dev …  ( 12 min )

O Fim do Dialeto Digital: Interoperabilidade Semântica No mundo da Internet das Coisas (IoT), dispositivos convergem numa rede heterogênea de sensores e atuadores, todos falando diferentes dialetos digitais, protocolos e comandos proprietários. Como define a cátedra, IoT é “a interconexão digital de objetos cotidianos com a internet”. Em outras palavras, cada dispositivo IoT frequentemente só entende o seu próprio idioma: são comandos numéricos, bits e pacotes de dados que mal codificam intenções humanas. Eu percebo que, como desenvolvedores, voltamo-nos há décadas a padrões de comunicação de baixo nível. Quando programamos um termostato, por exemplo, ele espera apenas um valor inteiro (por exemplo, 22 para 22°C), sem fornecer qualquer contexto. Assim, tratamos os dados como bits crus em…  ( 12 min )

liner notes: Professional : Pretty productive day even though I had a bunch of meetings. I got this project using GitHub Codespaces to a good place where someone else can get their work done. When we originally did the project, it was meant to run on another platform. I took part of it and recreated it using GitHub Codespaces. The whole pipeline we created with GitHub actions and such will take more time to refactor, but for now, the other person will be able to work on their part. There are a couple of random things I'm noticing so I sent a message for clarification and sent a link to my manager to test it out. Also responded to some community questions in Slack. Personal : Didn't post an update last night, because I headed out to an Orlando Developers event and didn't have time. It was a good event. It was like a fireside chat with a developer and it provided some good insight. By the time I got back, I was tired, watched an anime on my new glasses and went to sleep. Going to work on a model for a prototype that I want to print tomorrow. Gimme time and I'll be able to show all the prototypes to the perspective client soon. Oh yeah, I don't think I mentioned it yet but I designed and printed the sticker sheet. Came out pretty good. Totally forgot that tomorrow is Friday, so I'll be going to go through Bandcamp and pick up some projects and put together the social media posts. I don't know if it's because it's my birthday or what, but I saw this article mentioning an OutKast soccer jersey. OutKast is my favorite group and I've been picking up jerseys whenever I travel somewhere, and I wasn't able to go to the concert in Atlanta because I was scheduled to work, sooooo..... I'll probably be pre-ordering it as a gift to myself. I'm out! Going to eat dinner and get to work. Have a great night! peace piece https://dwane.io / https://HIPHOPandCODE.com  ( 7 min )

Introduction In today's world of real-time applications—from live sports scores to stock tickers, chat notifications to IoT dashboards—the ability to push data from server to client is no longer a luxury, it's a necessity. While WebSockets often steal the spotlight, there's an elegant, simpler alternative that's perfect for many use cases: Server-Sent Events (SSE). In this post, we'll explore how Ballerina, with its cloud-native design and powerful HTTP module, makes implementing SSE incredibly straightforward. We'll build real working examples, understand the patterns, and see why SSE might be exactly what your next project needs. Server-Sent Events (SSE) is a web technology that enables servers to push data to web clients over a single, long-lived HTTP connection. Think of it as a one-…  ( 13 min )

Everything Wrong With Frankenweenie in 14 Minutes (Or Less) CinemaSins is back to “sin” Tim Burton’s Frankenweenie for the second time—this go-round they’re congratulating the film while still poking fun at every nitpick and narrative quirk in just 14 minutes of snarky commentary. They’ve linked up all their usual goodies: website, multiple YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social hubs (Discord, Reddit, Instagram, TikTok), a sinful poll, Patreon support, and even a book by Jeremy! Plus, meet the writers behind every cheeky critique. Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage kicks off a four-week deep dive into the 1987 original starring Arnold Schwarzenegger, celebrating it as the ultimate ’80s action-sci-fi mash-up with perfect direction, writing, cast, creature design, mud, lasers and explosions. For early videos, bonus podcasts, movie commentaries and video game let’s-plays, head over to bigsandwich.co, or dive into the Extended Audio Edition on YouTube. Don’t forget to follow James and Maso on Twitter, subscribe for more weekly fun, and grab exclusive merch and Patreon perks! Watch on YouTube  ( 6 min )

Form management in Angular, especially with the arrival of Signal-based forms, is constantly evolving to improve ergonomics and the overall developer experience (DX). A subtle but incredibly welcome change is the simplification in how we define custom validation errors. What previously required a utility function like customError to wrap our error object, now allows us to return a plain JavaScript object (POJO) directly. This change reduces boilerplate, simplifies the API, and makes creating validators much more intuitive. 💡 Note: The form() and validate() APIs discussed here are part of the new Signal-based forms system. You can explore the implementation details in the Angular PR: 👉 PR #64339 — Simplify Custom Errors Let's look at a direct comparison — the core of this improvement. …  ( 7 min )

A post by DenisC  ( 5 min )

QubesOS doesn’t try to prevent compromise — it limits the blast radius. This deep dive explores how Qubes isolates, routes, and tests VPN, TOR, and firewall paths in real-world setups. 🔗 Read  ( 6 min )

A post by DenisC  ( 5 min )

Hi everyone! 👋 I’m Natasha Asnani, a Web Developer with over 2 years of experience in the field. I specialize in front-end development and love creating responsive, user-focused websites using HTML, CSS, JavaScript, Bootstrap, and WordPress. I completed a CIT Web Development course, which gave me a solid foundation in web technologies, and since then, I’ve been continuously learning, experimenting, and building. 💻 My Learning Path My journey started with curiosity — exploring how websites are built from scratch. I began with HTML, CSS, and JavaScript, then moved on to Bootstrap to make designs clean and responsive. After completing my course, I worked on multiple personal and professional projects, constantly improving my understanding of web design and functionality. 🧩 Real Project Experience I’ve completed two internships so far: 🏢 CodePro Software House — where I focused on front-end development, enhancing UI components and improving responsive layouts. 💼 XCL Technologies — where I contributed to the Sindh Government ICT website, handling both front-end and API integration, and worked on other projects as well, including refining the Toyota website and assisting in feature improvements for internal web tools. These experiences helped me understand teamwork, deadlines, and how ideas turn into real, working products. 🌱 What’s Next I’m currently exploring React to build more dynamic, interactive, and scalable web applications. My goal is to continue evolving as a developer — creating meaningful digital experiences that blend creativity with functionality. 💬 Let’s Connect I’d love to connect with fellow developers, share experiences, and learn from your journeys too! Drop your thoughts or tips in the comments — I’d love to hear them. 💻✨ webdev #frontend #career #learning #react  ( 6 min )

Biometric authentication, which uses unique biological traits such as fingerprints, facial features, or iris patterns, has become increasingly popular in various industries, from mobile devices and banking to healthcare and government applications. As the reliance on biometric authentication continues to grow, it is crucial to ensure the reliability and security of these systems. Test automation has emerged as a valuable tool in the field of biometric authentication testing, enabling efficient and thorough evaluation of these systems. Traditional manual testing methods, although necessary, can be time-consuming and error-prone. Biometric authentication systems involve complex algorithms and interactions between hardware and software components, making it challenging to cover all possible s…  ( 7 min )

Large language models are rapidly transforming critical sectors including healthcare, finance, and legal services, moving beyond experimental phases into production environments where accuracy and safety are paramount. Unlike conventional software that follows predetermined logic paths, these AI systems generate responses through statistical pattern recognition, creating potential risks such as misinformation, bias amplification, and inappropriate content generation. As organizations deploy these powerful tools in high-stakes applications, the need for robust safety mechanisms becomes essential. This is where AI guardrails serve as crucial protective frameworks, establishing boundaries and validation systems that ensure AI outputs remain reliable, ethical, and compliant with regulatory req…  ( 9 min )

Organizations today face an unprecedented challenge as non-human identities—including service accounts, machine credentials, workload identities, and AI agents—have grown exponentially beyond human user counts. These automated identities power critical infrastructure operations from microservices to enterprise systems, yet their rapid proliferation creates significant security vulnerabilities when left unmanaged. Unlike traditional human-based identity systems that rely on HR databases and predictable lifecycles, non human identity management requires entirely new approaches due to the unique authentication methods, deployment patterns, and operational contexts of machine-based identities. This fundamental shift demands that cybersecurity professionals develop specialized strategies to h…  ( 9 min )

Artificial intelligence agents represent a revolutionary leap in autonomous technology, functioning as intelligent systems that independently perceive their surroundings and make decisions to accomplish designated objectives. These sophisticated tools are reshaping entire industries through their ability to enhance customer interactions, boost workforce productivity, streamline data operations, and support creative endeavors. The emergence of user-friendly, no-code platforms has democratized agent development, making it possible for organizations to deploy these powerful systems through simple visual interfaces rather than complex programming. This comprehensive guide examines the most impactful AI agent use cases across various sectors and provides practical insights into building these…  ( 8 min )

Kubernetes clusters face significant challenges when multiple teams share the same infrastructure without proper resource management controls. Applications can consume excessive CPU, memory, and storage resources, leading to performance issues that affect entire workloads. The Kubernetes Resource Quota system provides cluster administrators with essential tools to establish boundaries and prevent resource monopolization. By implementing ResourceQuota objects, administrators can enforce limits on compute resources, storage consumption, and object creation within namespaces—ensuring fair resource distribution across multi-tenant environments. Resource quotas serve as financial budgets for Kubernetes namespaces, providing mechanisms to control how teams and applications consume shared infra…  ( 9 min )

Originally posted for the dev community interested in AI, robotics, and emerging tech Hey devs! 👋 So something wild just happened in the robotics world that I think we should talk about. 1X Technologies (based in Palo Alto) just announced NEO—the first consumer-ready humanoid robot—and it's available for pre-order right now. And yeah, I know. We've heard "the future of robotics is here!" before. But this one's actually different. Here's why. NEO is a 66-pound humanoid robot designed to handle household chores. You can: Fold laundry Tidy up Water plants Fetch items Basically any household task you'd rather not do Price: $20,000 to buy outright OR $499/month subscription Shipping: 2026 Pre-order: $200 refundable deposit But what makes it interesting to us as developers? The tech stack is ge…  ( 13 min )

A post by Pachi 🥑  ( 5 min )

Very few business information systems these days use anything other than the web platform as the user interface. It is also regarded as wise to only include presentation logic in the frontend; pushing as much business logic into the backend as possible. However, there are always exceptions and in some specialist applications such "rules" are occasionally bent for sound architectural reasons. An increasingly popular architecture these days is the JAMStack where the frontend is hosted in the same way as a static website (via a CDN for example) but with more dynamic behaviour. In this architecture there tends to be some specific business logic in the frontend with the "heavy lifting", such as storage and authentication, provided in a generic manner through third-party APIs. This novel appli…  ( 9 min )

Ever stare at a blank Express app wondering how to organize 50+ routes without creating spaghetti? Or tried NestJS and felt suffocated by decorators and magic? Codex JS sits right in the middle. It's TypeScript-first, decorator-light, and gives Express the clean architecture it always deserved, without turning into a full-blown enterprise framework. @Repo() class UserRepository { async findById(id: string) { /* DB query */ } } @Service() class UserService { constructor(private userRepo: UserRepository) {} async getUser(id: string) { return this.userRepo.findById(id) } } @Controller('/api/users') class UserController { constructor(private userService: UserService) {} @Get('/:id') async getUser(req: Request) { return this.userService.getUser(req.params.id) } } @M…  ( 7 min )

Why Education Should Be Accessible When I started building Prepzilla, my motivation was simple: education should be free, or at least accessible. Not everyone can afford the hefty fees of coaching centers, yet those who do gain a significant advantage. This creates an unfair playing field for design entrance exam aspirants preparing for CEED (Common Entrance Exam for Design). I wanted to change that. What started as a weekend project sprouting from my own need to practice CEED questions quickly evolved into something much bigger. Within 24 hours of sharing it on Reddit (thanks to a shoutout from the r/designForge community), nearly 100 users had signed up and started practicing. The response was overwhelming. But more importantly, it validated something I'd long suspected: there's a mass…  ( 16 min )

When an end-to-end test suite scales, so does the frustration from cascading failures. A single bug in a core component, like a LoginPage or HeaderPage, can cause dozens of dependent tests to fail, flooding your test report with noise. This makes it difficult to pinpoint the root cause. A common solution is test dependency analysis: if a test for LoginPage fails, automatically skip all other tests that use LoginPage. In this article, you'll build a simple, lightweight dependency analyzer that uses your Page Objects to provide smart "skip-if-failed" logic with minimal setup. An Analyzer: A single utility file that reads a test file and extracts its Page Object dependencies. It does this by looking at direct imports and new SomePage(...) instantiations. A Fixture Integration: A simple over…  ( 15 min )

You’ve felt it, haven’t you? The strange disconnect. On one screen, you have your IDE, a familiar landscape of files, terminals, and syntax highlighting. On another, a chat interface, where you coax an LLM into generating a function, a regex, or a boilerplate class. Then comes the clumsy ritual: the copy, the paste, the painstaking integration of that foreign code into your pristine local environment. It feels powerful, yet fragmented—like using a supercar to deliver pizza. We are senior developers. We architect systems, we manage complexity, and we demand tools that match our workflow. The copy-paste dance isn’t it. We need an environment where the AI is not a consultant in another room, but a native partner sitting right beside us, with full context of our project. Enter Cursor, an AI-na…  ( 13 min )

How a Clever AI Shortcut Makes Chatbots Faster and Smarter Ever wonder how your favorite chatbot can answer a tricky math problem in seconds? Scientists have discovered a new trick that lets huge language models think faster without needing a super‑computer. This shortcut also adds a dash of randomness, which helps the AI explore more ideas and find better solutions—just like trying different routes on a treasure map until you hit the X. It’s a breakthrough that brings smarter AI within reach of everyday devices. Read article comprehensive review in Paperium.net: QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )

BootCamp by Dr.Angela 1. The Cascade - Specificity and Inheritance External → Internal → Inline Position(when multiple classes are applied, the last one on the right takes precedence) → Specificity(element → class → attribute → id) → Type(External → Internal → Inline) → Importance(ex. Color; red !important;) 2. Combining CSS selectors Group : selector, selector { } Child : selector(parent) > selector(direct child) { } ex) .box > p { } Descendant(not direct) : selector selector { } Chaining(specific, element → class/ID) : selectorselector ex) h1#title.big.heading Combining combiners : selector selectorselector 3. CSS Positioning STATIC : default RELATIVE ABSOLUTE : nearest ancestor or has relative position attribute or top left corner of web page FIXED : top left corner of browser window (stays in the same place even when scrolling) Z-index : stacking order (which element appears in front or behind others)  ( 6 min )

GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )

Webhooks are the backbone of event-driven architectures, and if you’re evaluating Filestack for your file-handling infrastructure, understanding how they work is crucial for building responsive applications. This refresher goes into a deep implementation to cover practical debugging strategies, common pitfalls, and architectural patterns that work in production environments. Whether you’re migrating from another service or setting up webhooks for the first time, this guide provides battle-tested approaches for working with Filestack webhooks reliably. Key Takeaways Filestack retries failed webhooks three times (at 5 minutes, 30 minutes, and 12 hours) before marking them as undelivered Idempotency is critical, as the same webhook may arrive multiple times due to retries or network iss…  ( 11 min )

When ancient myths meet modern systems, editorial glyphs emerge. This framework maps 14 mythological archetypes across cultures to specific AI/ML functions, creating a comprehensive threat modeling and editorial architecture for artificial intelligence systems. Each myth becomes an editorial glyph—a forensic marker that encodes collapse patterns, operational logic, and containment strategies. Two categories exist: Inherited Glyphs (translated from folklore): Traditional mythologies deployed in modern context Cultural archetypes mapped to AI/ML functions Synthetic Glyphs (coined for modern collapse): New mythologies created for gaps traditional myths cannot encode Built from linguistic roots to address AI-specific patterns Myth/Archetype Culture/Origin AI/ML Mapping Editorial Glyph Logic…  ( 9 min )

We all love Python for its simplicity and amazing ecosystem. But let's be honest: how many times have you typed pip install crossing your fingers, hoping it's not one of those malicious packages you read about in the news? The pip install command is a direct gateway to your system. A simple typo (typosquatting like requests instead of requests) or a compromised legitimate package can introduce malware, steal your environment variables, or leak your SSH keys. This is the heart of a software supply chain attack, and it's a growing problem. As a developer, this worried me. Why is the installation process a security blind spot? That's why I created pipq: a security proxy for pip that analyzes Python packages before they reach your system. pipq? pipq acts as an intelligent secur…  ( 9 min )

I went head-to-head with the Carlisle GC head pro in a winner-takes-£1,000 match on his own turf—huge thanks to Titleist for backing the series and even sponsoring the club’s junior section off the back of this episode. Shout-out to Nicky and everyone at Carlisle GC for all their support on the day! If you’re curious about the gear I used (and want a cheeky discount), check out my Linktree. For more on Titleist or the course itself, swing by their websites. Watch on YouTube  ( 6 min )

The Productivity System I Taught to 6,642 Googlers Jeff Su breaks down his CORE workflow—a four-step system you can adopt in any tool—to help you ditch memory tricks and constant willpower. CORE stands for Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking dedicated time. In just two weeks, this routine becomes second nature. He’s been using and refining this at Google for nine years, and it works across emails, docs, tasks, and notes. With simple habits and a few weekly reviews, you’ll spend less time juggling info and more time getting stuff done. Watch on YouTube  ( 6 min )

‘Halloween II’ Podcast Breakdown Bill Simmons, Chris Ryan, and Van Lathan dive back into John Carpenter’s 1981 sequel to see if Michael Myers still reigns as the GOAT horror villain. They kick things off with a spirited debate, highlight their most rewatchable scenes, and then sort the film into fun categories that’ll make any slasher fan smile. Along the way, you’ll catch sponsor shout-outs (from Paramount+ to State Farm), plus episode timestamps so you can jump straight to the good stuff. Whether you love Jamie Lee Curtis’s return or just want a fresh take on Donald Pleasence’s Dr. Loomis, this episode has you covered. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less Cinema Sins drops a rapid-fire takedown of Tim Burton’s Frankenweenie, lovingly counting every creaky plot device, dangling bolt and “Franky boy” moment in under 14 minutes—proving that even a heartwarming stop-motion pup can’t escape the sin tally. Beyond the video, the team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian & Daniel) invites you to dive deeper on cinemasins.com, join their YouTube offshoots (TVSins, Commercial Sins & the Cinemasins Podcast Network), fill out a cheeky poll, back them on Patreon and hang out on Discord, Reddit, Instagram or TikTok. Watch on YouTube  ( 6 min )

Everything Wrong With Sinners In 15 Minutes Or Less is Cinemasins’ tongue-in-cheek Halloween roast of what they call one of the year’s best genre films. They’re sin-counting every frame, pointing you to their main site, Linktree, and spin-off YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork) for even more movie mischief. The team—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—wants your feedback via a “sinful poll,” invites you to support them on Patreon, and to hang out on Discord, Reddit, Instagram, TikTok or even dive into Jeremy’s new book. Come for the sins, stay for the fun! Watch on YouTube  ( 6 min )

Instant4D: Turning Everyday Videos into 3‑D Worlds in Minutes Ever wondered how a simple phone clip could become a walk‑through of a whole scene? Instant4D makes that magic happen – it takes ordinary, shaky video and builds a 4‑D model of the space in just a few minutes. Scientists found a clever shortcut: they first map the scene with a fast visual SLAM technique, then trim away unnecessary data, shrinking the model to less than a tenth of its original size. This breakthrough means creators, educators, and anyone with a smartphone can bring real places to life without waiting hours for processing. Read article comprehensive review in Paperium.net: Instant4D: 4D Gaussian Splatting in Minutes 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 12 min )

The initial spark for Arche was simple: I was wondering if there was anything that even AI couldn't answer. Sure, there are the usual quips: “It can’t tell you what you had for lunch.” Fair. But what about the truly deep questions that have kept us up at night, because of how unsettling they are? So I asked AI itself, the biggest question: What was the beginning of life? How did consciousness arise? —and I realized even the most advanced systems can't definitively answer. This isn't a flaw, but a limitation. From Cavemen to Coder: The Leap of Consciousness We marvel at evolution, but the leap from early hominids to conscious humans who can clone themselves and build digital worlds is the ultimate enigma. The moment a mind became aware of itself. Consciousness is the most uniquely evolv…  ( 7 min )

Most websites are visited by far more than just human users. An invisible crowd of crawlers, spiders, and bots constantly travels through web pages, collecting data for search engines, SEO platforms, social media sites, and now generative AI systems. Understanding who these bots are and how they behave helps developers maintain visibility, monitor performance, and guard their resources. A crawler is a program that automatically visits pages, follows links, and collects data. It can serve different goals: indexing websites for search results, analyzing site performance, training AI models, or checking compliance. Each crawler identifies itself in your server logs with a distinctive user agent name. Googlebot Used by Google Search to index pages across the web. Google runs multiple version…  ( 8 min )

TL;DR The CoreDNS dnssec plugin guidance to prefer ECDSA is there for a reason. In this post we see that with the same NXDOMAIN-signing workload, RSA (RSASHA256/3072) used 30x the amount of CPU compute compared to ECDSA (P‑256). When you enable DNSSEC in CoreDNS, negative answers must be provably negative. CoreDNS implements authenticated denial with NSEC "black lies". It forges per-query NSEC owner names to prevent zone walking, which means responses can’t be broadly reused by resolvers and each miss requires fresh signing. That pushes cryptographic signing onto the hot path, so the key algorithm directly determines CPU and packet size. Dry information for those who are initiated: Draft: "Compact DNSSEC Denial of Existence or Black Lies" RFC 6605: "Elliptic Curve Digital Signature Algor…  ( 8 min )

📝 Introdução A Microsoft lançou recentemente o Visual Studio 2026 na versão Insiders, uma prévia que inaugura o que será o futuro da IDE para desenvolvedores em .NET, C#, C++ e workloads que envolvem nuvem, IA e grandes soluções corporativas. ([Microsoft for Developers][1]) principais destaques, mostrar como a experiência foi evoluída e o que isso significa para quem desenvolve em .NET moderno. A integração do GitHub Copilot foi ampliada na IDE para ações como Adaptive Paste, onde o código colado é adaptado automaticamente ao contexto do arquivo. ([Microsoft Learn][2]) A pesquisa “Você quis dizer?” (“Did you mean?”) foi adicionada para melhorar a busca dentro do IDE com sugestões baseadas em IA. ([Microsoft Learn][2]) Um agente de profiler com suporte de IA pode sugerir melhorias de des…  ( 7 min )

In the VS Code terminal: Nine years ago, my school decided to hold several extracurricular classes on different topics, and one of them was game development. I signed up for it purely out of curiosity. The class met once a week. The teacher taught us with great enthusiasm. None of us knew programming, but that wasn’t necessary we were using GameMaker Studio. We could implement game logic simply by dragging and dropping events, and we created our characters with the mouse in GameMaker’s environment, something like Windows Paint. By the end of the first session, I was completely absorbed in making a game and barely noticed what the teacher was saying. In my game, we had two characters, each controlled by a few keyboard keys. One could shoot dynamite with the spacebar, the other with shift, a…  ( 10 min )

Εισαγωγή Στην παρούσα μελέτη εξετάζουμε τη σχεδίαση και υλοποίηση ενός ίδιου πληροφοριακού συστήματος — του MySchool System, μιας εφαρμογής διαχείρισης μαθητών, μαθημάτων και τμημάτων — μέσα από δύο διαφορετικές αρχιτεκτονικές προσεγγίσεις: Την μονολιθική, η οποία ενοποιεί όλη τη λειτουργικότητα σε ένα ενιαίο project. Την αρχιτεκτονική microservices, όπου το σύστημα κατακερματίζεται σε ανεξάρτητες υπηρεσίες. Το παράδειγμα έχει διδακτικό χαρακτήρα και σκοπός του είναι να αποσαφηνίσει τις πρακτικές διαφορές ανάμεσα στις δύο τεχνολογικές προσεγγίσεις — τόσο ως προς τη δομή του κώδικα όσο και ως προς τη συνολική συμπεριφορά του συστήματος. Η μονολιθική εκδοχή του MySchool System αντιπροσωπεύει το κλασικό μοντέλο ανάπτυξης. Όλα τα υποσυστήματα —διαχείριση χρηστών, μαθητών, μαθημάτων, τμημάτων…  ( 8 min )

Financial markets have discontinuities: prices jump up or down in a time so short that it can be considered a real discontinuity if the time measured by our clocks were really continuous, real line continuous. Those discontinuities create problems for many forms of mathematical modelling, since their modelling are based upon continuous functions. For instance, many price oscillations look like periodic functions, but when a discontinuity is found, any harmonic analysis becomes troublesome. Actually, a trend can also be troublesome to the fitting of periodic functions to financial data. But in this case, fitting a polynomial of low grade to the data can filter the trend and then a periodic function series can be fitted to the residuals, the difference between the fitted polynomial and the o…  ( 7 min )

🎨 What is Rangoli? Rangoli is a modern React UI library built on top of shadcn/ui. Try out - Rangoli UI(leave a ⭐ star please) While working on multiple React projects, I kept rebuilding the same interactive and layout components again and again. For example: A password input with toggle visibility 🔒👁️ A pricing card with plan features and CTA buttons 💳 A testimonial card to display client feedback 💬 A pricing section with monthly/yearly toggle 💰 A password reset form with validation and success states 🔒 Instead of re-creating these repeatedly, I decided to build a collection of polished, reusable versions, open source, easy to use, and fully themeable, That’s how Rangoli started. Rangoli is open-source and growing fast! Contribute to rangoli docs Contribute to rangoli live components Contribute to rangoli landing page  ( 7 min )

Data lakehouses are everywhere in today’s conversations about modern data architecture. But before we get swept up in the buzz, it’s worth stepping back to understand how the industry got here — and what we truly need from a lakehouse. Then I’ll introduce Apache Doris as a next-generation lakehouse solution and show how it delivers on those expectations. In the early days of enterprise digital transformation, the growing complexity of business data gave rise to traditional data warehouses. These systems were designed to empower business intelligence (BI) by consolidating structured data from diverse sources through ETL pipelines. With features like well-defined schemas, columnar storage, and tightly coupled compute-storage architecture, data warehouses enabled fast, reliable analysis and r…  ( 15 min )

Have you ever watched the news and wondered why Russia is so obsessed with Ukraine? Or why China keeps building islands in the South China Sea? It's not just politics or ambition—it's geography. Seriously. Fincept Terminal , and the specific agents are in a subdirectory there under [Prisoners of GeographyAgents https://github.com/Fincept-Corporation/FinceptTerminal/tree/main/fincept-terminal-desktop/src-tauri/resources/scripts/agents/GeopoliticsAgents/src-tauri/resources/scripts/Agents/GeopoliticsAgents/PrisonersOfGeographyAgents). FinceptTerminal  ( 8 min )

Traditional monolithic blockchains bundle consensus, execution, and data availability into a single layer, creating the infamous “blockchain trilemma” — the difficulty of achieving decentralization, security, and scalability simultaneously. Modular blockchains offer a breakthrough by decoupling core blockchain functions into independent layers, each focused on specific responsibilities. This approach not only enhances overall performance but also provides developers with unprecedented flexibility in composing solutions. In today’s landscape, modular architecture has emerged as the critical pathway to achieving high performance, low costs, and customization in public chain infrastructure. Our understanding of the industry’s pain points led ME Network to a clear conviction from day one: we’r…  ( 9 min )

If you’ve ever needed to store key–value pairs (like usernames and passwords, or IDs and names) — you’ve already been thinking about a HashMap. Let’s break it down completely 👇 🧠 What Is a HashMap? A HashMap in Java is a part of the Collections Framework that stores data as key-value pairs. ✅ Keys are unique import java.util.HashMap; public class HashMapDemo { public static void main(String[] args) { HashMap users = new HashMap(); users.put(101, "Mohammed"); users.put(102, "Ali"); users.put(103, "Omar"); System.out.println(users.get(102)); // Output: Ali } } ⚙️ How HashMap Works Internally At its core, a HashMap uses an array of buckets. When you put(key, value): Java calculates the hash code of the key. It finds the …  ( 8 min )

Calling All Developers: What Is GenJob? We aim to stand out by: Development Approach: Why I Need You: You’ll also get: Future Plans: Job Categories We’ll Feature: How to Join: If you’re interested in contributing, leave a comment saying “Support” and I’ll reach out to you personally. Whether you’re a seasoned developer or a teen like me just starting out, your help is welcome. Let’s build something amazing together. Looking forward to hearing your thoughts and ideas in the comments!  ( 7 min )

Have you ever scrolled through your feed, watching video after video explode with millions of views, and wondered, "What's their secret?" What if you could crack the code to viral video marketing and consistently produce engaging video content that captures attention, drives traffic, and skyrockets your brand? The secret is out, and it’s not about working harder—it’s about working smarter. In today's fast-paced digital landscape, AI video creation is no longer a luxury; it's a necessity. Enter ClipsMate AI, your ultimate partner in automating and dominating the world of social media video. Forget the endless hours of complex editing, the creative burnout, and the guesswork. The future of video content creation is here, and it's powered by artificial intelligence. This comprehensive guide w…  ( 9 min )

Building a decentralized exchange (DEX) might sound complex, but today we’ll create a simple, constant-product Automated Market Maker (AMM) from scratch using Solidity and Foundry — the foundation of DeFi platforms like Uniswap. This marks the final day of #30DaysOfSolidity, and it’s the perfect way to wrap up the journey — by building your own mini DEX 🚀 How token swaps work without an order book How to create a liquidity pool and mint LP tokens How to calculate swap outputs using x * y = k How to apply trading fees and maintain balance Our decentralized exchange allows users to: Add liquidity — deposit two tokens to form a trading pair. Swap tokens — trade one token for another using the pool. Remove liquidity — withdraw tokens by burning LP tokens. We’ll build three main contracts: Ex…  ( 10 min )

When I first started attending hackathons, I was always the one coding, building, and pitching. This year, for the first time, I got to experience the other side — as a judge at the CBIT Hacktoberfest Hackathon 2025. It was an incredible 24-hour online event organized by the CBIT Open Source Community, celebrating open-source culture and collaboration as part of the global Hacktoberfest. The event gathered hundreds of students from universities across the world — developers, designers, and dreamers ready to learn, code, and share. Hacktoberfest is all about celebrating open source, and this hackathon perfectly captured that spirit. The CBIT edition — now in its 8th year — encouraged participants to collaborate on innovative solutions using modern technologies while contributing to the open…  ( 7 min )

Las redes y telecomunicaciones son la columna vertebral de la conectividad actual. Permiten la transmisión de datos, voz y video de manera rápida y eficiente, conectando personas, empresas y dispositivos en todo el mundo. Comprender cómo funcionan es esencial para quienes desean optimizar la infraestructura tecnológica de cualquier organización. Existen diferentes tipos de redes que cumplen funciones específicas según el alcance y la tecnología utilizada: - Red LAN (Local Area Network): Conecta dispositivos dentro de un área limitada, como una oficina o edificio. - Red WAN (Wide Area Network): Permite la comunicación entre redes geográficamente dispersas. - Red WLAN (Wireless LAN): Conexión inalámbrica dentro de un área limitada, común en hogares y oficinas. - Red MAN (Metropolitan Area Ne…  ( 7 min )

The Starting Line October 1st, 2025. Hacktoberfest had just begun, and I was staring at GitHub feeling completely lost. Everyone seemed to know exactly which projects to contribute to and how to craft the perfect pull request. I had been coding for a while, but open source felt like an exclusive club I couldn't access. Then I asked myself: What problems do I actually care about solving? That question changed everything. Instead of chasing popular repositories, I looked for projects aligned with my interests. I've always been passionate about community building and making tech more accessible. That's when I found Open Source Weekend. The Problem: New users were abandoning event registration halfway through. The maintainers knew it was a UX issue but weren't sure where the friction was. Wh…  ( 12 min )

When shipping goods from Virginia to New Jersey, businesses and individuals face an important decision: should they choose a local Virginia transporter or rely on a national carrier? Both options have their merits, but reliability often depends on your specific needs, timeline, and cargo requirements. Having spent more than two decades coordinating shipments at AutoStar Transport Express along the East Coast corridor, I've witnessed firsthand how both local and national carriers perform on the Virginia-NJ route. This guide draws from real-world experience to help you make an informed decision. Local Virginia transporters are regional companies that specialize in routes within and around Virginia, often extending to nearby states like New Jersey, Maryland, and Pennsylvania. These companies …  ( 9 min )

The Booth Vol.23 | Trap Draw, Ep 365 Cody and Neil are back with mea culpas of their own and asking listeners to fess up too. They chat about Neil’s recent move to the ‘burbs, die-hard hardware store loyalties, what they’re currently streaming, how to sift through social-media feedback, Neil’s panel appearance at Columbia, and plenty more banter. They also shout out the Evans Scholars Foundation and their sponsors—ServPro, Rhoback, and Stone Creek Coffee—before reminding you to subscribe to their newsletter, hit up the No Laying Up Podcast on YouTube, or join The Nest for exclusive perks, lighter ad breaks, and a members-only golf community. Watch on YouTube  ( 6 min )

Protect Your Software IP with Smart, Automated Licensing Solutions Most software publishers lose revenue each year because their intellectual property isn’t properly protected. Your software deserves better than manual tracking or basic licensing tools that can be bypassed. Quick License Manager offers automated licensing solutions that secure your software and simplify license management—so you can focus on growth, not piracy. Keep reading to see how smart software licensing safeguards your IP and boosts your business control. For more insights, visit this resource. Understanding Software Licensing Solutions In today's digital world, protecting software is critical. Let’s explore why safeguarding intellectual property is essential and why manual license management often falls short. Impor…  ( 7 min )

‘Halloween II’ Podcast Breakdown Bill Simmons, Chris Ryan, and Van Lathan dive into the 1981 sequel Halloween II, debating whether Michael Myers reigns as the ultimate horror villain, sharing their most rewatchable moments, and hashing out their wild “Categories” segment. Along the way, they sprinkle in producer shout-outs (Craig Horlbeck, Ronak Nair, Chia Hao Tat, Eduardo Ocampo) and timestamped highlights for easy skipping. Between sponsor plugs for Paramount+’s A Mountain of Movies, Netflix’s A House of Dynamite, and trusty State Farm coverage reminders, this episode packs scares, laughs, and enough insider chatter to satisfy any Halloween franchise fanatic. Watch on YouTube  ( 6 min )

AWS Organizations • Global service Advantages • Multi Account vs One Account Multi VPC Security: Service Control Policies (SCP) SCP Hierarchy SCP strategies Allowlist : Allows all actions and deny particular ones. Denylist : Denys all actions and allows particular ones. • Helps you standardize tags across resources in an AWS Organization IAM Conditions aws:SourceIp aws:RequestedRegion ec2:ResourceTag aws:MultiFactorAuthPresent *IAM for S3 * • aws:PrincipalOrgID can be used in any resource policies to restrict • Cross account: • When you assume a role (user, application or service), you give up your • When a rule runs, it needs permissions on the target • IAM Permission Boundaries are supported for users and roles (not groups) https://docs.aws.amazon.com/IAM/latest/UserGuide/acces…  ( 10 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins takes Tim Burton’s heartwarming stop-motion/Re-release of Frankenweenie and dishes out their signature snark with every “sin” they can find, all in under 14 minutes. It’s a loving roast of plot quirks, pacing oddities, and cute-but-curious character moments, wrapped in the crew’s playful jabs and pop-culture riffs. They also drop a ton of bonus goodies: links to sister channels (@TVSins, @commercialsins, @CinemaSinsPodcastNetwork), social hangouts (Discord, Reddit, Instagram, TikTok), a quick audience poll, Patreon support options, and full writer credits for Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Keep sinning—and let them know what you think! Watch on YouTube  ( 6 min )

A post by Ben Halpern  ( 6 min )

Part 2: Hybrid AWS RDS Deployments Why Hybrid AWS RDS Matters Data sovereignty and regulatory compliance requirements (especially in financial and government sectors). Secure connectivity between on-prem and cloud environments. Latency, replication, and backup alignment challenges. By using Terraform and Ansible together, you can provision AWS RDS resources and configure on-prem integrations (applications, routing, bastion access) in one unified, compliant workflow. Repository Overview https://github.com/neamanahmed/hybrid_aws_rds Highlights do_terra_rds.yml: Executes Terraform and applies post-deployment configuration templates. rds_mysql_conf.j2: Ensures consistent database parameter settings for performance, logging, and encryption policies. End-to-End Workflow Trigger: A CI/CD pipelin…  ( 7 min )

I’m Md. Tanvir Jawad, a 2025 CS graduate from BRAC University, Bangladesh. Over the past year, I’ve been deep in AI, deep learning, and GeoAI with a mission to use technology for disaster management and climate resilience. Today, I’m excited to share my new portfolio: 🌐 Check it out: https://tanvirjawad.com Let’s Connect! If you’re into: Deep learning Remote sensing Disaster tech Or just building cool things Drop a comment, share feedback, or say hi! tanvirjawad73@gmail.com 💻 GitHub: TanvirJawad  ( 6 min )

A post by Ben Halpern  ( 6 min )

Hello Devs 👋 I recently tried Qodo Command, a CLI that lets you build, run, and automate AI-powered agents right from your repository like a custom AI assistants that live in your codebase.✨ Unlike generic AI tools or one-off scripts, Qodo agents are configurable, versionable, and CI-friendly. You describe what the agent should do (in a TOML/YAML file), and it runs that behavior consistently across local dev, PR checks, and CI pipelines. That means smarter automation for code review, reliability checks, documentation audits, test generation whatever your team needs. If you’ve ever wished for an assistant that enforces your project’s specific standards (not someone else’s), Qodo Command makes it possible.🫡 In this article I’ll cover: What Qodo Command actually does? Why it’s useful for …  ( 12 min )

What if your skills had a scoreboard? Not just projects sitting in a portfolio. Not self-reported abilities on a resume. But actual battles you've won. Real challenges you crushed. A rank that proves you can deliver under pressure. That's what Liquidcode gives you. Frontend developers battle 1v1. Same challenge, different approaches. One week to build. Community votes. Your rank climbs with every win, and suddenly recruiters aren't guessing if you're good. They can see it. No algorithms. No whiteboard puzzles. Just you, your skills, and something real that people can actually see and judge. We're still small. Just a handful of developers testing what happens when you stop talking about being good and actually prove it. But that's exactly why this moment matters. Right now, being early mean…  ( 7 min )

In the cloud, identity is the new perimeter. You can automate your entire infrastructure, perfect your DevOps pipelines, and deploy AI workloads across regions — but without a solid Microsoft Entra ID foundation, it all collapses. Entra ID (formerly Azure Active Directory) is more than an authentication service — it’s the control plane, the governance engine, and the security heartbeat of Azure. Every role, resource, and API call depends on it. This post explores why Entra ID is the core of Azure’s security model, what you need to know to design for resilience, and how to treat identity as infrastructure. Think of Azure as a living organism: Compute is the muscle. Networking is the nervous system. Storage & Databases are the organs. Entra ID is the heart. If Entra stops, nothing else works…  ( 9 min )

Look, we need to talk about security. I know, I know, you'd rather be building cool features or arguing about tabs vs. spaces. But trust me, securing your Model Context Protocol (MCP) connections is like wearing pants to a video call: it might seem optional until it's suddenly very not optional. The Model Context Protocol is basically the secret handshake between AI models and external tools. Think of it as the bouncer at an exclusive club, except instead of checking IDs, it's managing how AI assistants access your databases, APIs, and that one script you wrote at 2 AM that somehow runs your entire infrastructure. Picture this: You've built an amazing MCP server that connects to your company's customer database. It's beautiful. It's fast. It's also completely unsecured. Congratulations! Yo…  ( 10 min )

¿Estás considerando estudiar una Tecnología Superior en Desarrollo de Software en Quito? Esta es la guía más completa y actualizada sobre esta carrera tecnológica de alto impacto. Descubre por qué esta formación de 2 años se ha convertido en la opción preferida de miles de jóvenes ecuatorianos, con información detallada sobre instituciones, costos, campo laboral, salarios reales y todo lo que necesitas saber antes de tomar esta decisión que transformará tu vida profesional. ¿Qué es la Carrera de Desarrollo de Software? La Tecnología Superior en Desarrollo de Software es una carrera de tercer nivel universitario con una duración de 4 semestres (2 años), diseñada para formar profesionales especializados en el diseño, creación, implementación y mantenimiento de soluciones tecnológicas y aplic…  ( 12 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections October 2025 will always be special to me - it marked my first real step into the open-source world. Hacktoberfest but never made it past the sign-up page. Between exams, deadlines, and self-doubt, open source felt like a world I'd join "someday." This year, I finally decided to stop overthinking and start contributing - and wow, what a ride! I made 6 pull requests, created forks, and even earned the Super Contributor badge, joining the top 10,000 contributors who'll get the iconic Hacktoberfest shirt. But beyond badges and swag, this experience taught me something deeper - open source is not just about code; it’s about community, learning, and helping each other grow. Every "small" fix you make con…  ( 7 min )

HubSpot's API looks modern on the surface. REST endpoints, JSON payloads, OAuth 2.0, webhooks. Then you actually build something with it and discover the truth: it's a maze of rate limits, undocumented quirks, and lifecycle stage logic that defies human comprehension. I've spent the last three years integrating HubSpot for various clients. Here's what the documentation won't tell you and what will save you from the same pain I went through. HubSpot uses OAuth 2.0, which sounds standard until you realize their implementation has its own special flavor. You need three things before you even start: a developer account (separate from your regular HubSpot account), an app registration, and the patience of a saint. First, create your app at developers.hubspot.com. You'll get a Client ID and Cli…  ( 13 min )

First, I’m a huge PocketBase fan! I use it for many projects (e.g., smartgoutcare) and to prototype fast. This guide shows how to deploy PocketBase 0.31 on AWS EC2 using Docker, complete with persistence and auto-restart. This tutorial is up-to-date for PocketBase v0.31 and tested on Ubuntu 24.04 LTS. Time: ~10–15 min. Cost: ~$0–$5/mo (t2.micro). Create EC2 & assign Elastic IP SSH in & install Docker Run PocketBase container (volume + restart policy) This post is the first in a four-part series on deploying and extending PocketBase. By the end of next week, I’ll publish: Once all four parts are live, you’ll have a complete, production-ready PocketBase setup with a clean path for future extensions. Deploying PocketBase manually is simple… until you do it three times. In this series, I’ll…  ( 8 min )

The element has historically been one of the most difficult HTML elements to style. For the longest time, OS defaults made elements nearly impossible to style, forcing developers to build custom dropdowns or rely on libraries. I’m sure most of you have tried appearance: none and the usual hacks to make it look right. Chrome 135 changes this with new web-native styling that gives you complete control over elements using just HTML and CSS. Check out the full article here! appearance: base-select appearance: base-select is a new CSS property that converts the element to a customizable state and removes the OS styling. This can be applied to the select itself and the dropdown picker as well. However, you can’t style the picker without also applying it to the parent <select…  ( 7 min )

Author: Dave MacLeod If you pay close attention to the latest developments with SurrealDB, you might have noticed that we are now integrated with the multi-agent framework Agno. We had a recent livestream together with the CEO of Agno Ashpreet Bedi, in which he mentions that one of areas where Agno focuses the most is on having agents produce input that is reliable, and in that SurrealDB has been a great fit in giving the LLM the perfect context on every request. The integration includes a number of examples in the Agno Cookbook produced by my coworker Martin Schaer, which are a great first step to get a sense of what can be done when SurrealDB and Agno work as a team. The first requirement to get started is to get a key from Claude, which is the LLM used in these examples. Clone the repo …  ( 14 min )

“A journey from curiosity to clarity — tracing the path from foundations of learning to architectures of the cloud.” Every journey begins with curiosity — and mine started long before I wrote my first line of code. Back in Class 9, I earned a two-year scholarship for academic excellence. It wasn’t about grades alone — it was about consistency, discipline, and the joy of learning something deeply. That experience quietly planted the seed for the mindset I carry today: keep exploring, stay curious, and never stop building. Fast forward a few years, I found myself fascinated by how systems communicate, scale, and stay reliable. I started exploring cloud computing — how resources scale dynamically, how distributed systems handle millions of users, and how good design choices can make or br…  ( 7 min )

Cuando Gutemberg inventó la imprenta se acabaron las ventajas de ser escriba. Hasta entonces, ser escriba era una profesión que te garantizaba estatus y trabajo: escribir contratos, testamentos y documentos para otros. Los desarrolladores somos los escribas tecnológicos de hoy. Y durante años hemos disfrutado de un lugar privilegiado en el mercado laboral. Pero … ¿está cambiando eso con la IA? Queremos conocer cómo se usa la inteligencia artificial realmente en el trabajo diario de programación. No demos puntuales ni “copiar código de ChatGPT una vez al mes”, sino uso sostenido en proyectos reales. La encuesta es breve (1–2 min), anónima y creada por humanos del equipo de taniwa.es. 👉 Participar en la encuesta Saber si las herramientas de IA realmente cambian la productividad. Comprender en qué tareas se usan (debug, documentación, generación de código…). Diferenciar entre hype y uso práctico. Publicaremos los resultados agregados aquí en Dev.to cuando cerremos el muestreo. Tu aportación puede ayudar a tener una visión más realista de cómo evoluciona nuestra profesión.  ( 6 min )

As someone who has never owned a NAS before, let alone any Synology product, I was jumping into this blind. I have used things like the Raspberry Pi and also publicly self-host some services like Immich, Pi-Hole and Paperless-NGX on an unused M1 Mac mini. But I had no idea that a NAS box these days could have these many features. I expected something like a Raspberry Pi software or a random Linux distro with storage attached, but I was genuinely surprised at the ease of use. Synology calls its operating system DiskStation Manager or DSM. It is Linux-based and built for access through a web browser, as there are no display ports on NAS boxes. It is intuitive and user-friendly to a newbie like me. Powering on the NAS for the first time, and on navigating to finds.synology.com, it does a loca…  ( 10 min )

Introduction AI applications are experiencing unprecedented growth across industries—from customer service chatbots to autonomous agents handling sensitive business operations. As organizations rush to integrate Large Language Models (LLMs) into their systems, many overlook a critical question: Have you considered cybersecurity? Prompt injection attacks represent one of the most significant vulnerabilities in modern AI systems. Unlike traditional security threats, these attacks exploit the very nature of how LLMs process natural language, creating a "semantic gap" where malicious instructions can masquerade as legitimate user input. In this article, we'll explore 10 real-world prompt injection examples designed to test your application's defenses. These examples aren't just theoretical—t…  ( 13 min )

APIs (Application Programming Interfaces) play a crucial role in connecting different parts of complex applications. As systems become more distributed and interconnected, the need for reliable API testing becomes increasingly important. Tools for API testing help developers and QA teams ensure that these critical communication points work correctly, securely, and efficiently. Without proper testing, API issues can cascade through multiple layers of an application, leading to system-wide failures that are difficult and expensive to fix. Early implementation of comprehensive API testing not only prevents these problems but also contributes to faster UI development, improved security, and better system stability. The foundation of effective API testing lies in thorough response validation…  ( 9 min )

Measuring AI-driven Ad Success: Unlocking the Power of Incremental Click-Through Rate (iCTR) Gain In the ever-evolving landscape of digital advertising, artificial intelligence (AI) has emerged as a game-changer in driving campaign success. At the heart of AI-driven ad success lies a single, crucial metric: Incremental Click-Through Rate (iCTR) gain. This metric measures the additional clicks generated by AI-optimized ads, providing a clear indication of ad performance. Let's consider an example: a campaign saw a 15% increase in iCTR, resulting in a staggering 4,287 additional clicks from AI-optimized ads. This, in turn, led to a remarkable 22.1% boost in conversions and a significant uplift in return on ad spend (ROAS). The question is, how can you harness the power of iCTR gain to optimize your ad campaigns and drive business growth? Calculating iCTR Gain: A Step-by-Step Guide To calculate iCTR gain, follow these simple steps: Determine baseline CTR: Identify t... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Jeff Su’s CORE Workflow Taught to 6,642 Googlers over nine years, this four-step, tool-agnostic system ensures nothing slips through the cracks: Capture everything immediately, Organize with minimal friction, Review in scheduled sessions, and Engage by blocking dedicated execution time. No more relying on memory or willpower—CORE plugs into whatever apps you already use and becomes instinctive in about two weeks, helping you handle emails, docs, tasks, and ideas with consistent ease. Watch on YouTube  ( 6 min )

Artificial intelligence (AI) is revolutionizing the field of surgery with the integration of AI-powered robots. These cutting-edge machines are designed to assist surgeons in performing complex procedures with unparalleled precision. But what's truly groundbreaking is their ability to learn and adapt to a surgeon's unique touch and style, ultimately leading to improved outcomes over time. These AI robots, equipped with advanced machine learning algorithms, can analyze a surgeon's movements and adjust their own actions accordingly. As the surgeon gains more experience with the robot, it learns to anticipate and mimic their style, allowing for seamless coordination during procedures. This adaptability enables the robot to optimize its performance based on the surgeon's strengths and weaknesses, resulting in enhanced precision and reduced recovery times for patients. For instance, a study conducted on robotic-assisted laparoscopic surgery found that the AI robot was able to learn and... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

This post is my submission for DEV Education Track: Build Apps with Google AI Studio. I built The Allegorical Illustrator, an application that transforms abstract philosophical concepts into stunning, allegorical art pieces. The app allows users to select a philosophical dilemma (like "The Ship of Theseus") and an artistic style (like "Japanese Woodblock Print") and uses AI to generate a unique visual representation along with a detailed explanation. This app was created iteratively using a series of prompts. The initial prompt was simply to build the application based on a descriptive image. From there, I added features through conversational requests like: "Implement a 'Share' button... that allows users to share the generated image and its explanation together as an image." "Add a guard…  ( 7 min )

🚨 Boosting ML Model Robustness Against Money Laundering: The Power of Adversarial Training Money laundering detection is a critical task in the fight against financial crimes. However, machine learning (ML) models can be vulnerable to attacks that compromise their accuracy and effectiveness. To enhance ML model robustness against money laundering detection, we can leverage the power of adversarial training with data augmentations. The Adversarial Training Approach Adversarial training involves exposing ML models to adversarial examples that mimic real-world attacks. By training the model on these examples, it learns to recognize and resist the attacks, thereby improving its robustness. In the context of money laundering detection, we can create adversarial examples that mimic common money laundering tactics, such as: Structured Transactions: Creating batches of transactions that follow a structured pattern, making it difficult for the model to detect suspicious activi... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Bill Simmons, Chris Ryan, and Van Lathan reunite to rewatch Halloween II (1981) and marvel at Jamie Lee Curtis and Donald Pleasence’s return—questioning if Michael Myers is truly the GOAT horror villain and pondering why death seems so elusive in this sequel. They kick things off with a cold open, debate Myers’ place in horror history, dish on their most rewatchable scenes, and wrap up with fun category rounds—peppered with shout-outs to Paramount+, Netflix’s A House of Dynamite, and trusty State Farm coverage. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less is CinemaSins’ snarky take on Tim Burton’s re-release of Frankenweenie—yes, they admit it’s a great movie, but they still rack up every nitpick and “sin” in under a quarter hour, all while cheering on Franky-boy’s electrifying comeback. Sprinkled throughout are links to the CinemaSins hub, YouTube channels, social media, a quick fan poll, and a Patreon plug to keep the sinning machine running—plus shout-outs to the writers who made the laughs (and cruelties) possible. Watch on YouTube  ( 6 min )

CinemaSins rolls into Halloween mode by “sinning” one of the year’s best genre movies in under 15 minutes, poking fun at its tropes while celebrating what makes it so great. Along the way they drop links to their main site, poll, Patreon and social hubs—Discord, Reddit, Instagram, TikTok—and even shout out their writers and other channels so you can stay in the loop (and keep the sins coming). Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage In this kickoff episode of Caravan of Garbage, the hosts dive into the 1987 original Predator, hailing it as the ultimate ’80s action-sci-fi mash-up. They break down why John McTiernan’s direction, the all-star cast (led by Arnold Schwarzenegger), the iconic creature design and that perfect mud-and-lasers vibe make this film an absolute blast. Over the next four weeks they’ll tackle the first four Predator movies, so if you want bonus podcasts, early vids and more geeky banter, head over to bigsandwich.co or subscribe on YouTube and Patreon. Watch on YouTube  ( 6 min )

Predator 2 – Caravan of Garbage Predator 2 is the inevitable 1990 follow-up to the Schwarzenegger jungle classic, trading the rainforest for a sweaty, crime-ridden L.A. and swapping Arnie for Danny Glover (with a memorable Gary Busey cameo). This Caravan of Garbage review finds it’s a fun, fresh spin—complete with a deadlier new Predator—so long as you’re cool with something a bit different from the original. Watch on YouTube  ( 6 min )

If your feed has been buzzing with mentions of x402 and you’re wondering what the excitement is about, you’re not alone. Even token listing sites are adding an x402 token category, but behind the memes and the hype is a genuinely interesting protocol that could change how we think about payments on the web. Let's break it down. The missing HTTP status code gets a job Developers have long known about HTTP 402: Payment Required, a status code that has existed for years but has never had a standardized implementation. The x402 protocol finally gives it a purpose: a standardized way to request, verify, and settle onchain payments directly through the web's native request-response cycle. Instead of integrating with third-party billing systems or managing API keys, x402 lets a client and serve…  ( 8 min )

Unlock Superhuman Classification: Train on Positives Alone Tired of painstakingly labeling negative examples? Imagine building highly accurate multi-class classifiers using only positive data and a pool of unlabeled samples. What if you could automatically adapt your training process to heavily penalize misclassifications in the rarest categories? This is no longer a dream – it's a reality. The key is cost-sensitive, unbiased risk estimation. We can train our models by cleverly assigning different importance weights to positive examples versus those we infer as negative from the unlabeled data. This weighting dynamically adapts during training to create a balanced and unbiased view of the underlying data distribution, even if some classes are vastly underrepresented. Think of it like t…  ( 7 min )

Adobe Firefly Ignites Creative Futures with Next-Gen AI for Audio, Video, and Imaging\n\nAdobe Firefly, Adobe's family of creative generative AI models, has been at the forefront of transforming design and imaging workflows since its inception. At Adobe MAX 2025, the company has pushed the boundaries even further, unveiling a suite of advanced AI tools and models designed to revolutionize not just visual content but also audio and video production. This expansion signifies a pivotal moment, cementing Firefly's role as a comprehensive AI co-pilot for creators across all media, promising to accelerate ideation, iteration, and final output with unprecedented efficiency and creative possibilities.\n\nThe core of this groundbreaking announcement lies in the introduction of sophisticated AI capa…  ( 16 min )

Ever wondered if there’s a way to make AI fast, efficient, and noise-resistant — without just throwing more data and GPUs at it? Meet Hyperdimensional Computing (HDC). What is Hyperdimensional Computing? HDC is a next-gen computing paradigm inspired by how the brain handles information — but on steroids. Instead of traditional bits or tensors, HDC uses hypervectors: insanely high-dimensional vectors (think 10,000+ dimensions). Every piece of info exists in this massive space, making the system fast, fault-tolerant, and capable of reasoning-like generalization. It’s not quantum. It’s not your typical neural net. Think of it as a bridge between symbolic logic and brain-style computation. Why HDC Matters Blazing-fast learning with minimal data. Fault-tolerant: even corrupted bits won’t break it. Works on regular hardware or specialized neuromorphic chips. Could redefine AI efficiency and on-chip intelligence. In short: it’s brain-inspired math that could outsmart brute-force AI. Want to dive deeper? Check out my Medium article here YouTube Podcast here  ( 6 min )

I’m currently working on a project called JPlus (GitHub: https://github.com/nieuwmijnleven/JPlus https://www.youtube.com/watch?v=0z_aIyBpJso Here’s a quick summary of what JPlus offers: Full Java compatibility — existing Java libraries and frameworks work without modification. Null safety at the language level (nullable types, safe‑access operator etc.). Type inference, lambda/higher‑order functions, pattern matching. Boilerplate elimination via an apply syntax (for things like data classes, builders, constructors). Gradual adoption model — you can keep using plain Java, and selectively adopt JPlus features. Compilation to plain Java code, so you run on the JVM and benefit from its ecosystem/performance. My question for the JVM‑community here is: Given the current JVM ecosystem (Java, Kotlin, Scala, Groovy, etc.), what are the realistic chances that a language like JPlus could gain mainstream adoption? Are there historical patterns for Java superset languages becoming widely adopted? What factors might accelerate or hinder adoption for a language that stays close to Java syntax while adding modern features? I’d love to hear thoughts from people experienced with JVM language evolution, adoption patterns, or designing new JVM languages.  ( 6 min )

Hey everyone Today’s milestone — Day 8 — was all about exploring CSS (Cascading Style Sheets) and learning how to make boring HTML pages look awesome. What is CSS? CSS (Cascading Style Sheets) controls how HTML elements appear on screen. Why CSS matters: It separates design from structure, keeping code clean Helps apply consistent styling across pages Makes websites easier to maintain and scale Linking CSS to HTML Before adding styles, you must connect your CSS file to HTML using the tag in the section: ⚙️ My First CSS Boilerplate To start clean, I built a small boilerplate to reset browser defaults. * { margin: 0; padding: 0; box-sizing: border-box; } html, body { height: 100%; width: 100%; background-color: azure; } It may look simple, but this sets up a perfect foundation for all styling work ahead. Exploring Text Properties This is where things got fun — experimenting with how text behaves and looks. font-size: 20px; Each property gives creative control — typography is where design meets personality. This was one of the “Aha!” moments for me. ID → unique, used once per element (#idname) Class → reusable for multiple elements (.classname) Example: #student { color: blue; } .college { color: green; } Think of IDs as roll numbers, and Classes as groups — simple but powerful. Using Custom Fonts (@font-face) One of my favorite CSS tricks is using custom fonts. @font-face { font-family: 'MyFont'; src: url('myfont.ttf'); } Now I can style my page with fonts that truly match the theme or mood of the project 🖋️ 💬 Final Thoughts Day 8 taught me that CSS is not just about colors or spacing — it’s an art form. Next up → Selectors, Colors, and Layout Magic. 💭 Question for you: What’s your go-to CSS property when you start styling a new project? Drop it below 👇  ( 8 min )

TL;DR: Building apps for Smart TVs with React is nothing like the web. Here’s how we made a sports streaming platform stay stable and responsive on Samsung TVs — even with memory limits, performance quirks, and old hardware. When we were asked to bring a sports streaming app to millions of Samsung Smart TVs — including models as old as 2017 — we knew performance and compatibility would be our biggest hurdles. And yes, those hurdles were real. Even after months of tuning, older Samsung models still push the limits — memory leaks, dropped frames, unpredictable behavior. But the app holds up. It recovers, it doesn’t crash, and that’s a win when you’re running React on a TV from 2017. Our client, NativeWaves, delivers interactive streaming experiences for sports and entertainment. Together…  ( 10 min )

Marketing today requires speed, accuracy, and personalization. Yet many teams struggle with manual processes that slow campaigns and waste resources. Quantum Beetle changes the game with its AI Moderator, an intelligent system that automates marketing workflows from start to finish. The AI Moderator studies your audience, identifies content trends, and generates campaigns that engage and convert. Beyond creation, it continuously measures performance, optimizes outcomes, and provides actionable insights for future campaigns. This means teams can focus on strategy while AI handles repetitive and time-consuming tasks. Quantum Beetle doesn’t stop at marketing. Its Vitality AI platform empowers users to improve health, nutrition, and fitness through interactive AI coaches. BRO / Men-in-Black ensures secure personnel deployment, and EcoCell / EcoCore transforms carbon credit tracking into an AI-driven, transparent system. The philosophy behind Quantum Beetle is simple: Precision × Automation × Evolution. Every system is designed to learn, adapt, and improve while remaining ethical and transparent. Human oversight is embedded in all AI workflows to ensure accountability and reliability. Businesses leveraging Quantum Beetle’s AI experience faster results, smarter campaigns, and measurable growth. Discover how Quantum Beetle is redefining AI-driven efficiency at quantumbeetle.com.  ( 6 min )

Prepared by Felix Jumason for the session “Building a Cloud-Native Booking System with GCP OAuth, Calendar & Meet APIs” at DevFest Nairobi 2025. Project repository: mischief-meet on GitHub Why Google Cloud (GCP) services are central to modern scheduling workflows How OAuth, Google Calendar, and Meet APIs orchestrate booking automation Practical implementation using Next.js 14, Clerk, Prisma, and shadcn/ui Demo script and troubleshooting tips for live workshops Google Cloud project with billing enabled Clerk application configured for your domain PostgreSQL instance (local or managed) for Prisma Environment variables in .env for database, Clerk, SMTP, and NEXT_PUBLIC_APP_URL Local tooling: Node.js ≥18, pnpm, gcloud CLI (optional for verification) Create/Select Project: In Google Cloud Cons…  ( 8 min )

How Scientists Turn Everyday Stories Into a Language Map Ever wondered why a war veteran’s dream diary feels so raw compared to a travel blog? Researchers have uncovered a way to read those hidden patterns in our personal stories. It shows that the way we tell our stories can whisper secrets about our emotions, and that simple patterns can guide better support. Next time you write a diary entry, remember: every sentence is a tiny map of your inner world—and now we have a way to read it. Let’s keep listening to the stories we tell; they might just hold the key to understanding ourselves better. Read article comprehensive review in Paperium.net: Formalizing Style in Personal Narratives 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 12 min )

In today’s fast-paced business environment, inefficiencies and manual workflows can slow down growth and reduce accuracy. Quantum Beetle offers a solution with its suite of adaptive AI systems designed to automate, optimize, and monitor processes across marketing, operations, and compliance. The flagship AI Moderator analyzes target audiences, identifies content preferences, and generates personalized campaigns automatically. It doesn’t just create content—it measures performance, learns from outcomes, and optimizes campaigns continuously. Businesses that use AI Moderator see reduced approval times, increased engagement, and data-driven decision-making that previously required entire teams. Quantum Beetle’s technology extends beyond marketing. Vitality AI guides users in health, fitness, and nutrition through interactive AI personas. BRO / Men-in-Black digitizes and secures personnel deployment. EcoCell / EcoCore transforms sustainability into measurable, tradeable carbon credits using AI and blockchain. The company operates on a core philosophy: Precision × Automation × Evolution. Every system is built to learn, adapt, and improve while remaining ethical and transparent. Human-in-the-loop checkpoints ensure that automation never replaces accountability. For businesses looking to optimize operations, reduce repetitive work, and harness intelligent AI, Quantum Beetle provides scalable solutions. Explore the future of adaptive, autonomous AI at quantumbeetle.com.  ( 6 min )

GitHub officially announced Agent HQ during the GitHub Universe 2025 event, an initiative that marks a turning point in how developers interact with artificial intelligence tools. The announcement represents a strategic move by the platform to centralize and unify access to multiple AI coding agents in a single integrated ecosystem. The centralized platform allows developers with a paid GitHub Copilot subscription to access and manage AI agents from companies such as: 🔹 Anthropic (Claude) The central objective is to eliminate workflow fragmentation, which currently forces developers to switch between different interfaces and platforms to access various AI agents. The market has several players with different and also convergent functionalities, and for coding structures and source rep…  ( 9 min )

Everything Wrong With Longlegs In 24 Minutes Or Less is Cinemasins’ newest video tearing apart Nicolas Cage’s thriller Longlegs—complete with rapid-fire “sins” for every absurd moment—just in time for Cage’s upcoming film Keeper. Expect the usual blend of humor, eye-rolling nitpicks, and those famously long legs getting their due. Beyond the video, they’re plugging all the good stuff: cinemasin’s website, a quick poll to get your thoughts, Patreon support for the team, plus community hangouts on Discord and Reddit. Follow the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) on Twitter and Instagram, and catch extra clips on TikTok. Watch on YouTube  ( 6 min )

Caravan of Garbage kicks off a four-week deep dive into the Predator franchise with the 1987 original, and let’s be real—Predator is the apex of ’80s action-sci-fi. Arnold, mud, lasers, explosions, invisibility and that iconic creature design all combine for a perfect storm of fun in this review. Want more? Swing by bigsandwich.co for early videos, bonus podcasts and game let-plays, catch the extended audio cut on YouTube, or follow James and Maso on Twitter. You can also subscribe, support the show on Patreon and even grab some sweet merch if you’re feeling extra generous. Watch on YouTube  ( 6 min )

Ever wonder why some applications feel like magic while others just... don't? It's not just about fancy animations or beautiful colors. There's actual psychology behind why users emotionally connect with certain interfaces. The Love at First Sight Effect // It's not just about clean code - it's about emotional impact const firstImpression = () => { const loadingTime = getLoadingTime(); // Should be < 3 seconds const visualHierarchy = establishVisualHierarchy(); // Guides user attention const emotionalTrigger = usePositiveEmotions(); // Colors, images, micro-interactions return loadingTime < 3000 && visualHierarchy && emotionalTrigger; }; Psychological Principles in Action Hick's Law in Navigation Less choices = Faster decisions /* Good: Progressive disclosure */ .primary-nav { …  ( 8 min )

Part 1: The Detection Deficit: Systemic Failures in Modern Threat Hunting This section establishes the critical need for a paradigm shift in cybersecurity. It will delve beyond generic statements about the threat landscape into a data-driven indictment of the current reactive, rules-based security posture, demonstrating its fundamental inability to handle the complexity and velocity of modern attacks. 1.1 The Asymmetry of Cyber Warfare: A Battle of Attrition Lost The current cybersecurity landscape is characterized by a fundamental asymmetry that favors attackers. Defending organizations are burdened with an ever-expanding attack surface and the need for continuous success, while an attacker needs to succeed only once. This inherently reactive posture has become economically and operat…  ( 36 min )

The Glorious Promise of the Cloud Once upon a time, in the not-so-distant past, the prophets of technology spoke of a magnificent revolution. "Behold!" they proclaimed, "the cloud shall set you free!" No longer would you need to worry about servers melting down in your basement, or frantically calling your IT guy at 3 AM because the office server decided to take an unscheduled vacation. Cloud computing was the promised land—infinite scalability, unparalleled reliability, and the divine gift of focusing solely on your business logic while the titans of tech handled all the messy infrastructure details. You could trust your entire digital existence to the best in the world: Amazon Web Services, Microsoft Azure, and Google Cloud. These weren't just companies; they were the digital deities …  ( 12 min )

Day 12: Transactions & Concurrency - PostgreSQL in 15 Days 📋 Outline ACID and transaction basics Isolation levels in PostgreSQL MVCC internals and snapshots Locks: row, table, advisory Deadlocks and how to avoid them Long-running transactions, bloat, and autovacuum Practical patterns (retry, idempotency, queues) Challenge Summary Atomicity, Consistency, Isolation, Durability BEGIN/COMMIT/ROLLBACK; savepoints for partial rollback BEGIN; UPDATE accounts SET balance = balance - 100 WHERE id = 1; UPDATE accounts SET balance = balance + 100 WHERE id = 2; COMMIT; -- or ROLLBACK; PostgreSQL supports: READ COMMITTED (default), REPEATABLE READ, SERIALIZABLE. SET TRANSACTION ISOLATION LEVEL REPEATABLE READ; READ COMMITTED: each statement sees committed data at start of state…  ( 8 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles This year marks my first ever Hacktoberfest contribution. 🧩 Enhancement-1 Advance Java Programs. While reviewing it, I found many concept-based examples that were quite useful. It reminded me of a real-world scenario I had come across while practicing Java Streams from an interview preparation book. At that time, I couldn’t fully solve it. I realized that adding this real-world example to the repository would provide additional value and help others learn Java Streams more effectively. Enhancement-2 Java Programs. I noticed it had many great Java examples but lacked one demonstrating the combined use of Streams and Maps. So, I decided to contribute an example on this topic. My PR Product Analysis using Java Streams adds a program that simulates a store and uses Java Streams and Maps to count products in each category. It was appreciated by the maintainer with the feedback; "This is a great submission! The program is clean, and highly efficient" This PR includes basic example to understand Abstraction in java. The maintainer merged the PR, but the repository excluded by the Hacktoberfest community. Enhancement-3 code-contribution that contains many problems similar to those we solve on LeetCode and HackerRank. It reminded me of the problems I recently solved on HackerRank, so I decided to contribute one of them to the repository. It was great way to refresh my knowledge, and I was able to solve it even better this time before. I’m really proud to have participated in Hacktoberfest this year! It was an amazing experience contributing to open-source projects, learning from the community, and improving my coding skills. I’m even happier to share that three of my pull requests were approved and officially recognized on the Hacktoberfest website. This achievement has boosted my confidence and inspired me to continue contributing to meaningful open-source initiatives in the future.  ( 7 min )

We already know from Part 1 what ID, Access and Refresh tokens are and how they differ. how does it actually work in practice? exactly is PKCE? 👉 Part 1 (recap) here: https://dev.to/sylwia-lask/auth-explained-part-1-id-vs-access-vs-refresh-tokens-what-they-actually-do-and-why-2l1 Access Token = short-lived ticket (kept only in memory) Refresh Token = long-lived “key” (kept safely in HttpOnly cookie) When you reload or open a new tab → app loses the ticket… That’s why you stay logged in ✔️ When your frontend loads for the first time, it doesn’t know who the user is. Frontend → IdP → user logs in → redirect back → tokens obtained ✅ Step What happens Why 1 Frontend redirects to IdP with a code_challenge prepares PKCE 2 User authenticates AuthN 3 IdP redirects back with an author…  ( 8 min )

Beyond API Keys: Token Exchange, Identity Federation & MCP Servers Yolanda Robla Mota ・ Oct 30 #ai #tutorial #devops #security  ( 5 min )

Introduction JavaScript has evolved from a simple scripting language to the backbone of modern web development. Today's applications are complex, user-facing systems where bugs can cost businesses thousands of dollars and damage user trust. Manual testing alone can't keep pace with rapid deployment cycles and continuous integration demands. Test automation solves this challenge by catching regressions early, validating functionality across browsers, and enabling developers to refactor with confidence. But choosing the right testing framework isn't straightforward. Developers face a crowded landscape where each tool promises speed, simplicity, or comprehensive coverage, yet delivers different trade-offs in practice. Should you prioritize lightning-fast unit tests? Cross-browser compatibi…  ( 15 min )

🎯 Dear Scammers: You Picked the Wrong Developer Mr. 0x1 ・ Oct 29  ( 5 min )

I'm writing this from the satisfaction of having a local Odoo instance with its isolated running environment in my Windows machine. Having looked up near and far, through searches, with multiple LLM models and 2 days of frustration, I finally did it. I could have just installed Odoo's official Windows installer but there is a question of management. Besides, the installed Odoo from this method is packaged with Postgres 12, which is relatively old in my opinion. I tried to set up Odoo from scratch by its Git repository since this is recommended to developers, but installing its required Python libraries always ended up in a variety of errors. In addition, my pre-installed Postgres 18 was conflicted with this Odoo due to CTYPE and COLLATION. Thus, after removing everything from the previous …  ( 8 min )

And it doesn’t just make users happy. A faster UI means better conversions, lower churn, and even happier dev teams (because fewer “it’s slow again” complaints). If your product feels sluggish compared to competitors, this guide’s for you. Let’s go step by step. From what slows your app down to how to fix it. Every extra second costs you. Studies show: Even a 0.1-second speed boost can improve conversions by 5%+. Slow dashboards frustrate users and increase churn. The silent killer of SaaS growth. Your first goal? Make the UI feel instant. Because the difference between 1.8 seconds and 0.9 seconds is the difference between “meh” and “wow.” Modern web apps are complex. But that’s not an excuse. Here are some common reasons your UI feels heavy: Too much JavaScript: Bundles packed with unnece…  ( 10 min )

I watch my wife every day as she builds tng.sh, and I see things she probably doesn't realize I notice. I see the struggle. The weight of being a CEO sits heavy on her shoulders. There are late nights when the fears creep in—Will this work? Will people come? Is it enough? The doubts that every founder faces but rarely talks about. But I also see the growth. With each demo, each pitch, each conversation, she's becoming more confident. She's finding her voice. She's starting to believe—really believe—in what she's building. Even when she can't see it herself, I can see her changing, becoming stronger. I see the emotions she tries to hide. The spark of excitement when someone finally gets it. The quiet disappointment when they don't. The determination that brings her back the next day to try again. Building something from nothing takes courage, and she shows up with it every single day. I watch her give demos, asking people to believe in our tool, asking them to help us build this dream. There's something remarkable about watching someone you love put themselves out there like that. And I see myself in all of this too. I'm trying to help, but I'm not always a good listener. I miss things sometimes. I don't always say the right words or catch what she really needs in the moment. But I'm doing my best. I'm here, beside her, trying. The truth is, this isn't really about whether tng.sh succeeds or fails, though I really, really wish for her success. It's about watching her become who she's meant to be. It's about being beside her through the struggle. It's about knowing I get to witness this journey. She deserves to succeed. Not just because she's working hard—lots of people work hard. But because she's brave enough to keep going when it's uncertain, vulnerable enough to ask for help, and persistent enough to believe even when it's hard. That's what I see when I watch my wife build tng.sh. And that's what matters most.  ( 7 min )

✨ My Goal I built HappyTravel because I wanted to make sure tourists never feel lost or uncomfortable when trying to find roads, directions, or attractions in a new city. HappyTravel is a website that helps visitors easily find routes, maps, and points of interest — all in a clean and friendly design. HTML, CSS, and JavaScript Hosted on GitHub Pages Open-source project on GitHub: HappyTravel Repo 🚀 What’s Next I plan to add: More detailed routes and interactive maps Local suggestions for restaurants and landmarks Multi-language support If you like the project or want to contribute, check it out on GitHub and give it a ⭐️ — it really helps!****  ( 6 min )

If you’ve ever wondered “how the heck do we merge multiple sorted linked lists efficiently?” — this post is for you. We’ll break down the Merge K Sorted Lists problem step-by-step, explain the intuition behind the logic, and walk through an example so clear that you’ll never forget it again. You are given K linked lists — each sorted in ascending order. Sample Input: lists = [[1,4,5],[1,3,4],[2,6]] Sample output: [1,1,2,3,4,4,5,6] The Intuition — Think of It Like Paper Sheets If you merge all 4 one by one, like this: That works… but it’s slow because you keep merging bigger and bigger lists repeatedly. A smarter way? Merge them in pairs! Round 1: Merge (List0 + List1), (List2 + List3) Round 2: Merge the two merged results Done !!! This is exactly what our code does — merge lists in pairs,…  ( 7 min )

Exploring Backend Development with Rust and Go: Insights from Web Developer Travis McCracken Hello fellow developers! I’m Travis McCracken, a passionate web developer with a particular focus on backend systems. Over the years, I’ve explored various technologies to craft fast, reliable, and scalable APIs. Today, I want to share some insights into my experiences working with Rust and Go — two powerhouse languages transforming how we build backend services. As web developers, our backend choices shape the entire performance, security, and maintainability of the applications we build. Whether it’s handling heavy data processing, ensuring system resilience, or providing seamless APIs for frontend consumption, the backend is the backbone. Lately, I’ve been diving deep into Rust and Go — both lan…  ( 8 min )

Google thought I was mining Bitcoin - mining it like it's 2018 baby. But no, wasn't doing that (again). I was running a L1s validator test node—you know, the exact kind of blockchain infrastructure that legitimate DeFi platforms actually need. The kind that requires computational resources because that's how distributed consensus works. The kind that works really well on cloud providers... But Google's threat detection AI apparently can't tell the difference between "crypto mining operation" and "blockchain validator infrastructure." So they banned me. Not just for that, mind you. The ban was a trifecta: Running security scans (with explicit authorisation from targets) Operating honeypots (literal security research) Running that "Bitcoin miner" (a Sui test node m8) One day I'm building awa…  ( 8 min )

Ouvrir un commerce dans un village représente une opportunité intéressante pour les entrepreneurs qui cherchent à répondre aux besoins de proximité des habitants. Face à la désertification commerciale de certaines zones rurales, plusieurs types d'activités peuvent s'avérer particulièrement rentables et utiles à la communauté. Les commerces essentiels sont ceux qui répondent aux besoins quotidiens des villageois et qui garantissent un chiffre d'affaires régulier : Pour bien démarrer votre activité commerciale en milieu rural, voici les équipements indispensables : Caisse enregistreuse : outil essentiel pour gérer vos transactions, suivre vos ventes quotidiennes, éditer des factures conformes et analyser vos performances commerciales Au-delà des commerces traditionnels, certaines activités de services connaissent un fort développement dans les villages : Le choix d'un commerce à ouvrir dans un village dépend des besoins non satisfaits de la population locale et de votre capacité à créer un lieu de proximité et de convivialité. Privilégiez les commerces essentiels ou les services manquants, équipez-vous correctement dès le départ, et misez sur la qualité du service client pour assurer la réussite de votre projet en milieu rural.  ( 7 min )

In 2025, healthcare organizations face mounting challenges in balancing innovation with regulatory adherence. With HIPAA modernization, new state data privacy mandates, and the AI Transparency Act, manual compliance methods no longer suffice. Forward-thinking enterprises are leveraging Product Engineering Services to automate and modernize compliance ecosystems—embedding intelligence, analytics, and governance into every layer of their digital platforms. The result? Up to 40% lower audit costs, 60% fewer breaches, and faster adaptation to evolving regulations. This article explores how digital product engineering transforms healthcare compliance from an administrative burden into a strategic asset. ** ** Despite modernization efforts, many healthcare institutions remain trapped in reactive…  ( 8 min )

Bitcoin’s recent decline below the $108,000 mark places the asset at a pivotal point. The broader market is questioning whether this is a temporary correction or the beginning of a more substantial downturn. Caution from Federal Reserve Chair Jerome Powell and renewed uncertainty regarding a potential rate cut in December have contributed to a shift toward risk aversion. While retail participants remain hesitant, institutional investors appear to be positioning for the next move. The Federal Reserve’s 25 bps rate cut was largely anticipated and already reflected in asset prices. However, Powell’s emphasis on a “data-dependent” approach during the latest FOMC meeting dampened expectations for additional easing this year. This stance drove capital flows back into U.S. Treasuries and strengthened the dollar, resulting in higher yields and downward pressure on Bitcoin. The outcome was a rapid liquidation of leveraged long positions and a notable cooling of the bullish momentum seen throughout the summer. Bitcoin currently trades just above a key support zone between $107,200 and $106,600. Key indicators show: RSI below 50 → weakening momentum MACD bearish crossover → potential short-term downside pressure A daily close below $106,600 could open the path toward $104,000, while a rebound above $110,500 may pave the way for a test of the $114,000–$116,000 range. Trading volume suggests that selling pressure is subsiding. On-chain data also indicates potential whale accumulation, a signal that volatility could soon stabilize. If macro conditions improve and the Federal Reserve’s narrative turns less restrictive, a recovery rally could emerge before mid-November. The next few sessions will be crucial. Whether Bitcoin can defend the $108,000 support will likely determine the market’s direction heading into Q4. Institutional players are positioning for a rebound — if their analysis proves correct, this phase could represent one of the last favorable entry points before the next upward cycle.  ( 7 min )

Does your SaaS provide a Live Shipping Rate feature? If not, you must definitely implement it, as it can be your competitive advantage. Offering real-time shipping rates can significantly improve the customer experience, increase conversions, and streamline logistics. But implementing this feature for your SaaS solution can be a challenge. In this article, you will learn why Live Shipping Rates functionality is important for store owners and their end customers, and how API2Cart can help you develop this feature effortlessly. Live Shipping Rates are real-time carrier-calculated rates based on factors such as weight, destination, and shipping method. Unlike flat-rate shipping, where customers pay the same amount regardless of distance or package size, Live Shipping Rates calculate the exac…  ( 10 min )

‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Bill Simmons, Chris Ryan, and Van Lathan dive into the 1981 sequel to Halloween, debating whether Michael Myers is the ultimate horror villain, picking their most rewatchable scene, and going head-to-head in trademark category rounds—all with Laughs, hot takes, and plenty of gore talk. Along the way you’ll catch timestamps for the cold open, the GOAT villain debate, scene picks, and final categories. Plus, stick around for plugs of A Mountain of Movies on Paramount+, A House of Dynamite on Netflix, and a friendly reminder that State Farm has your back. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins dives back into Tim Burton’s reanimated classic with their signature “sins” style, roasting plot holes, questionable logic and quirky character moments—all while admitting Frankenweenie is still a delight. They cram every nitpick into a rapid-fire 14-minute video that’s equal parts snark and celebration of Burton’s stop-motion charm. For more lethal laughs and movie dissections, swing by CinemaSins’ website, subscribe to their YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), join their Discord or Reddit, and don’t forget to fill out their poll or back them on Patreon for extra goodies. Watch on YouTube  ( 6 min )

Pŕoxima atualização na engine (Squared2D): Este projecto como todos os meus são open-source e estão disponíveis no github: https://github.com/HelderNogueira00 https://www.youtube.com/@HelderNogueira01 Mais detalhes num video em breve 🙂 gamedev #gameengine #development #javascript #project #dev #development #coding #programming #html #css #nodejs #github #opensource 🙂  ( 6 min )

Workflow automation is at the core of any scalable digital infrastructure. Whether you're streamlining internal operations, integrating third-party platforms, or reducing manual handoffs, the need for flexible and resilient automation has become a baseline expectation—not a luxury. This article compares two significant players in this space: AgentKit and n8n. While both platforms offer automation capabilities, they stem from fundamentally different philosophies. AgentKit positions itself as an agentic workflow builder—enabling systems that can reason, plan, and act autonomously. In contrast, n8n is a more traditional low-code workflow automation platform, prioritising visual logic, extensibility, and integrations. The objective is to give you a detailed, no-fluff breakdown of how each plat…  ( 9 min )

An introduction, full article linked at the bottom. TL;DR The preprocessing trick that lets fast compression algorithms achieve heavy compression ratios Most logging systems assume cloud-era resources: unlimited CPU, RAM, and cheap storage. But what if you're running edge computing, IoT devices, or just want to keep cloud bills under control? We started with a simple question: how many logs can you realistically process on consumer hardware before hitting a wall? Instead of throwing raw logs at LZ4, we preprocess them first - transforming logs into a low-entropy format that compressors love. Key innovations: Smart preprocessing** reduces entropy before compression Lock-free queues** handle 21M+ logs/sec without contention Batch compression** finds longer patterns for better ratios Temporal caching** leverages natural log patterns Tested on a stock Lenovo P14s (Ryzen 5 Pro, NVMe SSD, 96GB RAM) 250 Million Logs - Multiple Configurations 1 thread, 500KB batch (economy mode): The architecture is centered around ring buffers and lock-free queues. Core architecture: 170KB C DLL - zero dependencies AVX2-optimized code paths Highly configurable memory footprint (20MB to GB+) Live telemetry and atomic sequencing Edge computing: Full logging on resource-constrained devices Cost reduction: 80%+ savings on storage and egress fees High-throughput systems: Maintain detailed logs without I/O bottlenecks Security: Complete audit trails with minimal resources This isn't just about faster compression - it's about rethinking logging as a data optimization problem. By moving intelligence upstream, we can handle orders of magnitude more data on the same hardware. For the complete technical deep-dive with full benchmark methodology and API documentation, check out the full article on Medium: Loggr: Processing 250M Logs in 11.5s on a Laptop with On-the-Fly 5× Compression What logging challenges are you facing with your high-throughput applications?  ( 7 min )

So you've installed k3s (the lightweight Kubernetes distribution) on your Raspberry Pi, but your kubectl commands from your main computer are failing with "connection refused"? You SSH into the Pi, check the service status (sudo systemctl status k3s.service), and see it stuck in activating (auto-restart)? You're likely facing a very common issue, especially on Raspberry Pi OS. Let's diagnose it and fix it step-by-step. You'll typically see two related problems: On your Raspberry Pi: The k3s Kubernetes service itself is crashing and getting stuck in a restart loop. sudo systemctl status k3s.service shows Active: activating (auto-restart) or mentions code=exited, status=1/FAILURE. Running kubectl get nodes on the Pi (with sudo k3s kubectl) might intermittently work or show The connection…  ( 8 min )

Hey devs! 👋 I’m planning to build a Flutter app with two sides: a sender and a potential receiver. The receiver could have the app open, in the background, or even killed. The idea is: When the sender sends a request, the app checks if the receiver is nearby (within 50 km). If they are, the receiver gets a notification like: “Someone nearby sent a request.” Ideally, it would also know the receiver’s location relative to the sender, but that’s optional. I’m aware that iOS and Android have strict background/killed app restrictions, so I’m looking for a reliable, cross-platform solution. If it only works on one platform, that’s fine too. If anyone has experience with: Background location tracking in Flutter Sending notifications from killed apps Proximity-based triggers …please share your approach or any guidance. Really appreciate it! 🙏  ( 6 min )

Modern backend systems—especially in the era of AI agents, MCP servers, and multi-cloud architectures—are evolving far beyond static credentials and monolithic identity models. In this post we explore the architecture of token exchange, identity federation, and how a system like ToolHive enables secure deployment of MCP servers in this world. The MCP authorization specification focuses on how to authorize access to the MCP server itself. It doesn't specify how an MCP server should authenticate with the server it's connecting to. This leaves MCP server creators without clear guidance. In many deployments of MCP (Model Context Protocol) servers and tooling services today, developers still default to patterns like: A service-account JSON key or a long-lived API key embedded in configuration. …  ( 9 min )

You've set up a k3s Kubernetes cluster on your Raspberry Pi and deployed an application. While managing it remotely with kubectl from your main computer is great, sometimes you need to quickly check pod status or logs directly on the Pi itself. You might notice that just typing kubectl get pods on the Pi gives you a connection error. That's because the standard kubectl command doesn't automatically know where to find the k3s cluster configuration or have the right permissions. Luckily, k3s provides a handy wrapper command! Here's how to use it: SSH into your Raspberry Pi: ssh @ # Example: ssh pi-admin@k3s-node.local Run the k3s kubectl Command: kubectl commands with sudo k3s kubectl. This special command automatically uses the correct admin configuration (/etc/rancher/k3s/k3s.yaml) and runs with the necessary permissions. To check your running pods: # On the Pi sudo k3s kubectl get pods -A # -A shows pods in all namespaces Or, if you know the namespace (e.g., default): # On the Pi sudo k3s kubectl get pods -n default Check Pod Logs (Optional but useful): get pods command above (it will look something like my-app-deployment-xxxxxxxxxx-xxxxx). Then, view its logs: # On the Pi - Replace and sudo k3s kubectl logs -f -n # Example: sudo k3s kubectl logs -f my-app-deployment-7f8c9d4b4f-g2hjl -n default The -f flag follows the logs in real-time, showing you the latest output from your application's container directly in the Pi's terminal. That's all there is to it! Using sudo k3s kubectl is the straightforward way to interact with your k3s cluster directly on the node it's running on.  ( 6 min )

MySQL HeatWave represents a revolutionary approach to database management, combining transaction processing, real-time analytics, machine learning, and generative AI in a single, fully managed service. Developed and supported by the MySQL team at Oracle, HeatWave transforms how organizations build modern data applications across multiple cloud platforms. What is MySQL HeatWave? Unified Database Platform MySQL HeatWave is a fully managed database service that runs MySQL, providing a single platform that eliminates the complexity of managing separate systems for different workloads. Integrated Capabilities: Development and Support: Multi-Cloud Availability Supported Cloud Platforms: Oracle Cloud Infrastructure (OCI): Native deployment with full feature set Amazon Web Services …  ( 12 min )

Ready to automate your Kubernetes deployments? GitOps is the way to go, and FluxCD is a fantastic tool to make it happen. This guide walks you through the initial setup: installing Flux on your cluster and connecting it to your GitHub repository. Let's get started! In simple terms, GitOps means using a Git repository as the single source of truth for your desired infrastructure and application state. Flux is the operator that runs in your Kubernetes cluster, constantly comparing the cluster's live state to the state defined in your Git repo. If they differ, Flux automatically makes changes to the cluster to match the repo. Magic! Before we begin, make sure you have: A Kubernetes Cluster: Any cluster will do (like k3s on a Raspberry Pi, minikube, or a cloud provider's offering). Ensure ku…  ( 7 min )

Okay so Skills dropped last month and I've been testing them nonstop. Some are genuinely useful, others are kinda whatever. Here's what I actually use: Rube MCP Connector - This one's wild. Connect Claude to like 500 apps (Slack, GitHub, Notion, etc) through ONE server instead of setting up auth for each one separately. Saves so much time if you're doing automation stuff. Superpowers - obra's dev toolkit. Has /brainstorm, /write-plan, /execute-plan commands that basically turn Claude into a proper dev workflow instead of just a chatbot. Game changer if you're coding seriously. Document Suite - Official one. Makes Claude actually good at Word/Excel/PowerPoint/PDF. Not just reading them but ACTUALLY creating proper docs with formatting, formulas, all that. Built-in for Pro users. Theme…  ( 7 min )

Quantization is an essential optimization technique to adapt a model to edge devices, realizing the hardware’s full potential. In practice, quantization refers to converting high-precision numerical types to lower-precision formats for both weights and activations. Most commonly, quantization converts 32-bit floating point (float32) to int8, often applied using post-training quantization (PTQ) where the model is quantized after training without requiring retraining. The result is a smaller and faster model on-device by cutting memory traffic up to 4× and enabling specialized int8 vector/NPU instructions with lower compute latency. Quantization: Converting from float precision to int data format to increase computational efficiency. However, quantization decreases the model’s expressivity …  ( 8 min )

Τώρα που έχουμε ένα ολοκληρωμένο πρόγραμμα, έτοιμο για οποιαδήποτε επέκταση με βάση δεδομένων, μοντέλα, αρχιτεκτονική και υπηρεσίες που εξυπηρετούν την λειτουργικότητα με ανεξαρτησία μεταξύ των επιπέδων (DI), ήρθε η ώρα να δούμε πόσο σημαντικό είναι του README.md αρχείου. Κάθε έργο λογισμικού κερδίζει σε αξιοπιστία και ευκολία χρήσης όταν συνοδεύεται από ένα καλοσχεδιασμένο README.md. Στο πλαίσιο του δικού μας CleanArchitectureTemplate, το README λειτουργεί ως οδηγός για κάθε νέο developer ή μέλος της ομάδας που θέλει να καταλάβει γρήγορα τη δομή, τις εξαρτήσεις και τη λειτουργία του έργου. 1.Τίτλος και περιγραφή έργου 2.Δομή φακέλων (Folder Structure) Domain → Entities, Interfaces Application → Services, DTOs, Interfaces Infrastructure → DbContext, Repositories, Configurations Presentat…  ( 7 min )

In an AI-enabled world, the business community is evolving and beginning to leverage generative AI tools and large language models to be more efficient in operations, content generation and business decision making. Nevertheless, the best models (Claude, ChatGPT, Gemini) generate results using prompts, therefore in this moment, prompt engineering is what separates a good response from a high-performance response. Prompt engineering is the thoughtful and purposeful act of designing, structuring, and enhancing input (prompts) so that a generative AI model produces a response that is accurate, relevant, and of high quality. Prompt engineering is changing the way businesses interact with AI - transforming complex preference situations into predictable responses, with predictability at scale…  ( 9 min )

🧠 Understanding join_use_nulls in ClickHouse ClickHouse is famous for being blazing fast — but sometimes its SQL semantics can surprise you, especially around JOINs. Here’s a simple example that shows how the join_use_nulls setting can completely change your results. Let’s create two tiny tables: CREATE TABLE test.id_val(`id` UInt32, `val` UInt32) ENGINE = TinyLog; INSERT INTO test.id_val VALUES (1,11),(2,12),(3,13); CREATE TABLE test.id_val2(`id` UInt32, `val` UInt32) ENGINE = TinyLog; INSERT INTO test.id_val2 VALUES (1,21),(1,22),(3,23); We’ve got: id_val: three rows with IDs 1, 2, and 3 Let’s run a LEFT JOIN: SELECT * FROM test.id_val LEFT JOIN test.id_val2 USING (id); Output: ┌─id─┬─val─┬─val_1─┐ │ 1 │ 11 │ 21 │ │ 1 │ 11 │ 22 │ │ 2 │ 12 │ 0 │ │ 3 │ 13 │ 23 │ …  ( 7 min )

As a business leader, you know how crucial it is to stay ahead in a world that's increasingly driven by data and technology. Instead of investing heavily in infrastructure or hiring large teams of AI specialists, AI PaaS (Platform-as-a-Service) lets you tap into powerful, ready-to-use AI tools that scale with your needs. Pre-Built AI Models and Algorithms: AI PaaS offers a rich library of high-performance models for tasks like natural language processing, image recognition, and predictive analytics. Moreover, you can customize these models to fit your business needs. Let’s explore the key benefits that AI PaaS can bring to your business: Simplified AI Integration AI PaaS eliminates the complexity of building AI models from scratch. It provides pre-built tools and frameworks that allow you …  ( 10 min )

If you’ve ever watched your training job crawl while your laptop fans scream, you already know this: picking the right GPU can make or break your machine learning workflow. The wrong card means wasted hours, throttled models, and frustrated debugging. The right one means faster iterations, bigger experiments, and smoother scaling. Let’s break down what actually matters when choosing a GPU for machine learning not just spec sheets or marketing claims, but how each factor affects real-world training and inference. Why GPUs Matter in Machine Learning Machine learning workloads are built on parallel math. CPUs handle a few operations at once; GPUs handle thousands. That’s why training even a modest neural network is faster on a GPU every layer, every matrix multiplication, every gradient step …  ( 10 min )

Jeff Su distilled nearly a decade of teaching 6,642 Googlers into the CORE workflow—Capture everything the moment it pops up, Organize with as little friction as possible, Review during scheduled sessions, then Engage by blocking out time to tackle tasks head-on. It works with any tool you already use, takes just two weeks to become habit, and frees you from relying on memory or willpower alone. Alongside easy-to-follow timestamps that walk you through basics, real-world demos, and a step-by-step breakdown, Jeff also shares bonus resources—newsletter, templates, a Notion Command Center, and his Workspace Academy—to help you build a bulletproof productivity setup. Watch on YouTube  ( 6 min )

For logistics managers navigating international borders, efficiency is everything. An in-bond shipment is a critical procedure that provides the flexibility needed to keep goods moving, even before all customs formalities are complete. An in-bond shipment refers to the physical movement of imported goods under a customs bond from one point to another within a country's borders, without the goods having been formally cleared through customs. This is not a single event but a process of transportation. The bond acts as a contract between the importer/carrier and the government, guaranteeing that the goods will reach their designated customs port for examination and clearance. Common Scenarios for an In-Bond Shipment: Port Congestion: Moving a container from a busy seaport to a less congested inland port for examination. Final Destination Clearance: Transporting goods from the arrival airport to a land-border crossing where the importer's customs broker is located. Transit to a Third Country: Moving goods across the U.S. to be exported to Canada or Mexico. The entire process is tightly regulated, requiring specific electronic filings and adherence to designated routes. To understand the complete process, types, and compliance requirements, this guide on in-bond shipments is an invaluable resource. Conclusion: Leveraging an in-bond shipment is a strategic move for any business looking to optimize transit times and reduce port-side delays, making the entire supply chain more agile and cost-effective.  ( 6 min )

Blue/Green deployment is a simple way to update software without causing downtime or breaking things for users. You create two environments—Blue (current version) and Green (new version)—and switch traffic to Green only when it's ready. Imagine you run a restaurant. You want to renovate the kitchen, but you can’t stop serving food. So, you build a second kitchen next door, test everything there, and once it’s perfect, you start cooking in the new kitchen and close the old one. That’s the idea behind Blue/Green deployment in software! It’s a strategy used by developers to release new versions of software without downtime and with minimal risk. You maintain two identical environments: Blue: The current live version that users are interacting with. Green: The new version where updates are mad…  ( 8 min )

Let’s be honest: CAPTCHA is not a security measure. Every time I see “select all images with bridges,” I lose a little bit of faith in humanity — and Google. Because yeah, I’m totally a bot trying to access a random contact form at 3 AM. The Great Lie: “It’s for Security” CAPTCHA used to mean something. A nice little Turing test to keep bots away. reCAPTCHA v2: Click a box, then click pictures, then click your mouse into oblivion. reCAPTCHA v3: The “spy mode” — it just tracks your behavior and silently judges you. hCaptcha: Basically reCAPTCHA’s evil twin, except it pretends to care about your privacy while serving you tasks straight from hell. Cloudflare Turnstile: The latest “solution” that promises to be invisible. Spoiler: it’s not. You’ll still end up staring at a spinning wheel wonde…  ( 8 min )

If you are starting a new Laravel project righ now, you're immediately faced with a choice: React, Vue, or Livewire? All three starter kits give you authentication scaffolding out-of-the-box, but they take very different approaches. Choose React/Vue if: You want a modern SPA experience Your team has JS framework expertise You need rich component ecosystems (Shadcn, etc.) Choose Livewire if: You prefer staying in PHP You want faster prototyping Your team is comfortable with Blade Both use Inertia.js, TypeScript, Tailwind, and include Shadcn components. The difference? Team preference. React: Larger ecosystem, steeper learning curve Vue: More approachable, especially Vue 3's Composition API I've written a complete breakdown covering: Code examples for each approach When to use Inertia vs Livewire Quick start commands for all three Project structure walkthroughs How Livewire's new JS APIs compete with React/Vue Read the full article on my blog → Which starter kit did you choose for your last Laravel project? Drop a comment below! 👇  ( 6 min )

Watch on YouTube  ( 6 min )

CinemaSins tears into Nicolas Cage’s horror thriller Longlegs in under 24 minutes, pointing out everything from Cage’s wild performance to the film’s more… questionable leg angles. Just in time for Osgood Perkins’ new movie Keeper, this video is a nostalgia-packed sin tally for one of the most bizarre Cage outings. Along the way they hype up their other channels—TV Sins, Commercial Sins and more—plus invite you to polls, Patreon and chat hubs on Discord, Reddit and TikTok. If you love movie takedowns and want to join the chaos, they’ve got you covered. Watch on YouTube  ( 6 min )

The Hidden Risks of "Secure by Default": Why Security Contexts in Kubernetes Matter   Kubernetes says it's "secure by default." But defaults in this case are just starting points, and in many clusters they're dangerously permissive. A single missing security context can make the difference between isolation and compromise.   When Kubernetes claims to be "secure by default," it means the platform provides security primitives out of the box: RBAC, network policies, secrets management, and pod security standards. The security infrastructure it's available... But here's the catch: Available doesn't mean enabled or enforced. By default, Kubernetes allows: Pods to run as root Containers to escalate privileges Processes to access the host filesystem Services to communicate freely across names…  ( 10 min )

No extra tools or libraries - just a simple script that creates a Laravel + Vue.js + Tailwind project, like the old days. Hey Dev.to fam! 👋 If you're like me, tired of spending hours wiring up Laravel with Vue 3, Vite, and Tailwind CSS just to get a "Hello World" running - I've got your back. I just released laravel-vuejs-setup, a dead-simple bash script that bootstraps everything in seconds. No scaffolds, no bloat - just pure, manual setup magic. Modern stacks shouldn't feel like a puzzle. This tool creates a fresh Laravel project, installs Vue 3 with Vite HMR, layers on Tailwind CSS v3, and even throws in a sample interactive counter in App.vue (styled with Tailwind, of course). It's scaffold-free, so you control the vibe - no Breeze or Inertia unless you want 'em later. Bonus: Optional Docker configs for nginx, PHP-FPM, MySQL, and Supervisor. Containerize your dev env with docker-compose up -d and call it a day. Grab it straight from GitHub—no clone needed: curl -s https://raw.githubusercontent.com/Urani-Solutions/laravel-vuejs-setup/refs/heads/main/create_laravel_vuejs.sh | bash -s : Your app's folder (defaults to my-laravel-vue-app). Boom! Project ready. Fire up: php artisan serve npm run dev Hit http://localhost:8000 and watch your Vue counter tick. For prod: npm run build. If Docker's your jam, say "y" during setup, it pulls configs like docker-compose.yml, Dockerfile, and ./docker/nginx/app.conf. Vue 3 + Vite: Root App.vue with Composition API vibes. Tailwind v3: Purged, responsive, and ready to extend. Laravel 11+: Fresh install, Blade-integrated. MIT Licensed: Fork, tweak, share freely. Project structure? Clean Laravel with key tweaks in resources/js/App.vue, vite.config.js, and tailwind.config.js. Full deets in the README. Star it ⭐ if it saves you time, fork for your twists, or hit me with PRs/issues. Perfect for side projects, prototypes, or teaching newbies the ropes.  ( 7 min )

I taught myself HTML a long time ago, on a software called HotDog (Pro?). There wasn't such a thing as WYSIWYG capabilities at the time. However, HotDog had an amazing feature: the toolbar had all HTML tags (there weren't that many at the time) as buttons, and you could learn them by clicking on them and watching the results. The only downside was that you had to click on another button to close the tag. Then came Dreamweaver. It was the first WYSIWYG editor, and it immediately became very popular. People who had no clue about HTML started to use it: the number of websites skyrocketed. I used it once and looked at the generated HTML. Having learned to write HTML "by hand", I found it generated by Dreamweaver overtly verbose. I continued to write my HTML by hand or with the help of IDEs. Fa…  ( 9 min )

Search is one of those features that sounds easy - until you actually build it. You start with a simple input field, then realize you need async queries, loading states, filters, and dynamic results. Suddenly your “quick search box” turns into a full-blown component project. That’s why we built MUI Search - a smart, flexible search component for React and Material-UI. It gives you a polished, async-ready search field right out of the box - with complete control over styling, logic, and UX. Every developer has been there: You build a search input, then immediately start adding the missing pieces: Loading spinners. “No results” placeholders. Async calls with debounce logic. Tag or keyword extraction. Dropdown suggestions. All that, just to make something that feels fast and modern…  ( 7 min )

If you’re preparing for a .NET developer interview, this is one question you can’t afford to miss! Let’s break down the core differences that every developer should know 👇 1️⃣ Platform Support – 2️⃣ Performance – 3️⃣ Deployment Flexibility – 4️⃣ Open Source – 5️⃣ Future Roadmap – 6️⃣ Compatibility – 7️⃣ Application Types – 8️⃣ Containerization – 9️⃣ Command-Line Tools (CLI) – 🔟 Community & Ecosystem – 💬 Which one are you currently using in your projects — .NET Framework or .NET Core? And why did you choose it? Let’s discuss below 👇  ( 6 min )

Have you ever looked at a dish and wondered, "What's in it — and how can I make it myself?" Introducing the AI Recipe Generator: a project that uses computer vision and AI to analyze any food photo and instantly generate a step-by-step personalized recipe. Upload a picture of your ingredients or a finished dish—get a complete recipe (with cooking steps) in seconds! Food recognition and AI have always fascinated me. As a developer, I noticed a gap: plenty of sites offer recipe browsing, but almost none use AI to bridge the gap between your fridge and cooking. What if we could snap a photo and get actionable, tailored recipes—making home cooking easier, smarter, and more fun? Image-Based Recipe Generation: Simply upload a food photo; the AI will suggest what you can cook. Smart Ingredient De…  ( 7 min )

You know that moment when you’ve got three slightly different versions of the same interface - one for updates, one for read-only views, and another that strips out a few fields? That’s where TypeScript’s built-in utility types come to the rescue. Partial, Pick, Omit, and Readonly can make your types flexible, safer, and way less repetitive — no more juggling a dozen near-identical interfaces. In my latest post, I break down how to actually use these helpers in real projects - with short, realistic examples (think users, configs, and API payloads), not just abstract docspeak. If you’re already comfortable with TypeScript but want to write cleaner, smarter, and more type-safe code, this one’s for you. 👉 Read the full article here: Understanding TypeScript Utility Types  ( 6 min )

On a busy construction site, losing track of one tool can slow down an entire crew. A missing drill. A misplaced generator. Hours wasted searching instead of building. It happens more often than most teams admit. Tools get left on trucks, moved between sites, or borrowed without record. By the time someone notices, the day’s already behind schedule, and the budget’s bleeding from repeated purchases. Without a clear system, no one really knows what’s available, what’s being used, or what’s gone missing until it’s too late. That’s why many construction firms are turning to equipment tracking, not as a fancy add-on, but as a practical fix for everyday inefficiency. It’s about bringing order to chaos, accountability to every tool, and time back to the job site. What Is Equipment Tracking in Co…  ( 12 min )

🚀 Introduction Welcome Devs, to the world of Cloud and Code ☁️💻 Today, I’ve got something really exciting for you. We’re going to integrate Terraform with Ansible to showcase the true power of Infrastructure as Code (IaC) and Configuration Management — all fully automated with a multi-environment setup. This setup will give you a real-world glimpse of how modern DevOps projects operate with environments like Dev, Stage, and Prod, and how tools like Terraform and Ansible work together — one handling infrastructure provisioning, and the other managing configuration. So without further ado, let’s dive in and start building 🚀 Before we jump into the setup, make sure you have the following requirements ready on your system 👇 AWS CLI installed and configured with an IAM user that has full …  ( 10 min )

Hello every one I am zechariah web developer and I am super excited to join this community of developers I recently started learning web development Hoppy to see for any developer  ( 5 min )

GitHub Home I'll never forget that afternoon. We had just launched a new feature allowing users to upload their profile pictures. Everything seemed perfect. Until one user, whether intentionally or not, tried to upload a 2GB movie file from his computer. 🎬 The server's memory monitor instantly turned red, CPU usage shot up to 100%, and then, the entire service crashed and burned. 😵‍💫 Why? Because our rudimentary web framework tried to read the entire uploaded file into memory for processing. A 2GB request body instantly blew up our small server, which only had 4GB of memory. This is a classic, and extremely painful, "rookie mistake." Handling files, whether uploading or downloading, is one of the most common requirements in web development. But precisely because it's common, we often ov…  ( 9 min )

Time Complexity: O(n) Space Complexity: O(1) Total space (including result list): O(n) class Solution { public ListNode addTwoNumbers(ListNode l1, ListNode l2) { ListNode dummy = new ListNode(); ListNode current = dummy; int carry = 0; // Continue looping as long as there’s at least one more digit to process or a carry to handle. while (l1 != null || l2 != null || carry != 0) { // extract the values (if node exists, else 0) int val1 = (l1 != null) ? l1.val : 0; int val2 = (l2 != null) ? l2.val : 0; // compute total sum with carry int sum = val1 + val2 + carry; // determine next carry and current digit carry = sum / 10; int digit = sum % 10; // create new node with the digit and attach current.next = new ListNode(digit); current = current.next; // move input pointers forward if (l1 != null) l1 = l1.next; if (l2 != null) l2 = l2.next; } return dummy.next; } }  ( 6 min )

Welcome to the Algorithm Series: String Matching Algorithms Imagine trying to find a single word in a thousand-page book by flipping through every page, scanning every line, and hoping your eyes catch the right sequence of letters. Now imagine a system that can do the same thing across millions of documents in milliseconds. That’s the magic of String Matching Algorithms, the invisible engines making modern search possible. They’re the hidden force behind Google’s lightning-fast searches, code editors that highlight matches as you type, plagiarism detectors that scan billions of texts, and even bioinformatics tools that compare DNA sequences. String Matching Algorithms, also known as Pattern Matching Algorithms is the process of finding one or more occurrences of a pattern (substring) i…  ( 12 min )

TL;DR: As microservices multiply across modern systems, the choice of API protocol can make or break performance. REST has ruled for years, but gRPC promises to be faster, leaner and more efficient. So why hasn't it taken over? Microservices can be heavily dependent on each other, which means speed and stability is key. When gRPC claims to be faster than REST, why isn't it the de facto standard? In this blog we will put gRPC and REST head to head, to see which is actually faster. gRPC is a superior technology to REST! At least that is what this1, this2, this3 and this blog4 claims. According to all the mentioned blogs, gRPC performs better and faster than a REST on several metrics. In this blog we will test specifically, how fast a REST client can handle different request and responses, an…  ( 13 min )

when we build our first web project, sometimes we see that every file we create stays together at the same place but it is not a good practise. When we drop a HTML,CSS,image file together in one folder then when our project grow there will be a chances of making mistake. In this article i will show you how to decorate your first website like a pro so that in future when we move to MERN or React it will be easier to handle everything. 1. Making clean folder structure my-project/ │ ├── index.html ├── /assets │ ├── /images │ ├── /icons │ └── /fonts │ ├── /css │ ├── style.css │ └── responsive.css │ ├── /js │ ├── script.js │ └── utils.js │ └── /components ├── navbar.html └── footer.html Why it works well : we can find our code easily we can reuse the same component agai…  ( 8 min )

Episode 2: Carlisle GC Head Pro Showdown I challenged the head pro at Carlisle GC to a £1,000 match on his home turf—huge thanks to Titleist for backing this series, supporting club pros across the British Isles, and even pledging extra aid to Carlisle’s junior section as a surprise bonus. Big shout-out to Nicky and everyone at Carlisle GC for hosting, and if you’re curious about my gear and kit (with a sweet discount), hit the Linktree for all the details! Watch on YouTube  ( 6 min )

TL;DR Jeff Su spent nine years teaching 6,642 Googlers the CORE productivity workflow—a four-step, tool-agnostic system that goes: Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking time to execute. It kicks in automatically in about two weeks, so you can finally stop relying on willpower or memory alone. Along the way he’s shared timestamps, blog posts, templates, newsletter links and even a Notion command center to help you build your own powerful workflow—plus bonus gear recs and social links if you want to stay in the loop. Watch on YouTube  ( 6 min )

Retrieval-Augmented Generation (RAG) is changing the game for LLMs. Here’s a simple guide on what it is and why you, as a developer, should care. If you've spent any time working with Large Language Models (LLMs) like GPT-4 or Llama, you've probably hit "the wall." It's that moment when you realize the model's knowledge is frozen in time, stuck back in 2023 (or earlier!), and it has absolutely no idea about your company's new internal API, recent news events, or the specifics of your private codebase. Their answers are plausible but generic. They "hallucinate" facts. They can't access or use new information. This is the exact problem Retrieval-Augmented Generation (RAG) was designed to solve. It's not a new model; it's a clever architecture that gives your LLM access to the outside world, …  ( 9 min )

This is a submission for Frontend Challenge - Halloween Edition, CSS Art. This challenge explores how far modern CSS—gradients, clip-path, filters, and custom properties—can carry an illustrative scene without raster assets or SVG. The objective was an accessible, performant nocturnal vignette with restrained motion that reads well across viewports and respects user preferences. Interactivity is deliberately minimal, serving theming and state transitions while keeping the composition and lighting the main focus. Live demo: https://halloween-edition.vercel.app/ An accessible CSS‑first Halloween scene: glowing pumpkin with candle flicker, moon + stars, parallax hills, haunted house, animated bats, drifting fog, a witch flyby, a floating ghost, lightning “storm mode,” and a shooting star. Jav…  ( 7 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less is CinemaSins’ playful takedown of Tim Burton’s heartwarming resurrection-of-pets tale, pointing out plot quirks, missed jokes, and little nitpicks—despite admitting they genuinely love the movie. It’s a fast-paced, irreverent “sins” countdown that reminds you why Frankenweenie is fun, even as they gleefully roast it. Beyond the film roast, the description brims with ways to dive deeper: links to Cinemasins’ main site, YouTube channels (@TVSins, @CommercialSins), a sinful viewer poll, Patreon support, and social hangouts spanning Discord, Reddit, Instagram, TikTok—and even a shout-out to the writers’ own social feeds. Watch on YouTube  ( 6 min )

I’ve always been fascinated by how social apps bring people together. So I decided to build one myself — introducing Spotlight 🌟, a mobile-first social media app where you can share moments, connect with friends, and discover new people. APK Download GitHub Repo BUY ME COFFEE  ( 6 min )

Monitoring is essential to the health and performance of any IT system, whether it’s running in the cloud, on-premises, or somewhere in between. Without the right visibility into your environment, issues can go unnoticed until they cause downtime or impact your users. In this blog post, let’s explore one of the monitoring tools, Grafana. Grafana is an open-source analytics and interactive monitoring platform. It allows you to ingest data from a variety of sources, query it, create alerts, and build dashboards to visualise trends and performance metrics. The visualisations and alerts help you transform raw metrics into actionable insights, allowing you to identify patterns, troubleshoot issues, and keep your infrastructure and applications healthy. Grafana is fully open-source and backed by…  ( 8 min )

In the wave of enterprise digitalization, data collection is no longer a simple matter of “just getting the data synced.” Fragmented and heterogeneous data sources, TB-level data throughput, and the stability challenges of cross-system synchronization have become persistent “data headaches” for most enterprises. Yet SUPCON, an industrial AI platform serving over 35,000 global customers, has delivered an impressive answer using Apache SeaTunnel — achieving zero-failure operation in its core data synchronization tasks. On November 11 at 14:00, join us for a live online session! We’re excited to welcome Cui Junle, Data Technology Lead at SUPCON, who will take us deep into the architecture and best practices behind building an industrial-grade data collection framework. Cui Junle, Data Techno…  ( 7 min )

One Patch to Caption Them All: A Unified Zero‑Shot Captioning Framework Ever wondered how a computer could talk about just the corner of a photo, like the smile on a stranger’s face, without ever having been taught with matching captions? A new AI trick called Patch‑ioner makes that possible. zero‑shot, it doesn’t need a massive library of labeled photos; it simply uses its own visual intuition. breakthrough could soon help apps describe exactly what you point at, improve accessibility for the visually impaired, and make image search smarter than ever. Read article comprehensive review in Paperium.net: One Patch to Caption Them All: A Unified Zero-Shot Captioning Framework 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 12 min )

I'd like to ask everyone, when opening the report, there is always no content.  ( 5 min )

What I Built I built the AI Healthy Meal Planner, an intelligent application that generates comprehensive, 7-day diabetes-friendly and heart-healthy vegetarian meal plans. It specializes in North/South Indian and Chinese cuisines, generating meal plans from a user-managed dish database. The core functionality relies on a powerful prompt engineering approach with the Gemini API to request a structured JSON output that includes the entire weekly plan, ensuring it adheres to strict health rules like low glycemic index, low saturated fats, and low sodium. I also utilized the AI for dynamic features like generating recipes for new custom dishes and providing instant, health-focused feedback when a user tries to swap a meal. Demo https://ai-healthy-meal-planner-554719291717.us-west1.run.app/ My …  ( 7 min )

What I Built I built the AI Healthy Meal Planner, an intelligent application that generates comprehensive, 7-day diabetes-friendly and heart-healthy vegetarian meal plans. It specializes in North/South Indian and Chinese cuisines, generating meal plans from a user-managed dish database. The core functionality relies on a powerful prompt engineering approach with the Gemini API to request a structured JSON output that includes the entire weekly plan, ensuring it adheres to strict health rules like low glycemic index, low saturated fats, and low sodium. I also utilized the AI for dynamic features like generating recipes for new custom dishes and providing instant, health-focused feedback when a user tries to swap a meal. Demo https://ai-healthy-meal-planner-554719291717.us-west1.run.app/ My …  ( 7 min )

Welcome to Day 19 of the #80DaysOfChallenges journey! Today’s beginner-friendly challenge is all about creating a vowel counter in Python using a clean, reusable function. This hands-on task helps you master functions, loops, string methods, and basic counting, essential building blocks for text analysis. Whether you're learning Python basics or brushing up on string processing, this "Python count vowels" tutorial shows you how to encapsulate logic and deliver clear results with minimal code. This challenge defines a function that scans any input text and returns the total number of vowels (a, e, i, o, u), ignoring case. It’s a perfect example of function design in action, simple input, clean logic, and a single integer output. Let’s break down the core concepts: function encapsulation, ca…  ( 9 min )

Python isn’t just surviving — it’s thriving. The language is rapidly evolving into a more structured, performant, and deeply integrated ecosystem. If you’re a Python developer, standing still means falling behind. The next frontier of Python demands new capabilities — skills that go beyond syntax and scripts, into architecture, performance, and production readiness. Here are the three must-master areas to future-proof your Python career in the coming decade. Master Modern Concurrency If your Python experience is limited to synchronous code, you’re only using half of what the language can offer. Tool Best For Key Concept Read Extra : Here Action Item: Learn the async/await syntax. Experiment with async-native web frameworks like FastAPI or Tornado. Integrate async libraries such as ht…  ( 7 min )

This is a submission for Frontend Challenge - Halloween Edition, CSS Art. This structure uses simple div elements, relying on CSS to shape them into the pumpkin, stem, and facial features. This is the core of the submission, defining the look, shape, and glow of the jack-o'-la…  ( 9 min )

I once spent three days debugging a race condition that didn't exist. The symptoms were real. Intermittent failures in production, impossible to reproduce locally, logs that made no sense. I added print statements, rewrote entire modules, questioned my understanding of threading. I was convinced the bug was in the code. It wasn't. The bug was in my head. I was so certain about how the system worked that I couldn't see what was actually happening. My mental model was wrong, and every hour I spent debugging was just reinforcing the wrong model. The breakthrough came when a junior developer asked a naive question that exposed my flawed assumption. The actual fix took five minutes. Unlearning my incorrect mental model took three days of frustration. This is the pattern that destroys more caree…  ( 13 min )

In today’s digital economy, the subscription model has become the foundation of sustainable growth for modern businesses. subscription page is designed to convert. A subscription page isn’t just a pricing screen — it’s the decision point where curiosity becomes commitment. data-driven strategy that drives measurable growth. A good subscription page doesn’t “sell” — it guides. It reduces confusion, builds trust, and creates momentum toward that final click. Your headline should instantly communicate value. A good subheadline reinforces that value by addressing pain points or prompting action. Example: “Boost productivity by 40% — Start your free trial today.” Explain what your subscription includes, why it’s different, and how it helps. Clarity builds trust. Real testimonials, recognizable …  ( 8 min )

Artificial Intelligence (AI) is no longer a concept confined to tech giants or research labs. In 2026, AI chatbots are everywhere — from helping small business owners automate customer service to assisting students with study plans. What’s even more exciting is that you no longer need to be a programmer to create or use these digital assistants. Thanks to no-code platforms, anyone can try powerful AI chatbots for free. Whether you’re an entrepreneur, student, or simply curious about the AI revolution, this list of top free AI chatbots will help you find the perfect match for your needs. Let’s explore the world of chatbots that are smart, accessible, and totally beginner-friendly. Why AI Chatbots Are Essential in 2026 AI chatbots have become the backbone of modern digital interaction. Busin…  ( 8 min )

Learn how to use grep, awk, sed, and jq for efficient Linux text processing. This practical guide covers syntax, real-world examples, and best practices for sysadmins, developers, and data engineers. Source of the article:Dev Resource Hub If you’ve spent any time working in Linux, you know text processing is non-negotiable. Whether you’re parsing gigabytes of server logs, extracting insights from CSV files, automating config edits, or wrangling JSON from APIs—you need tools that work fast and flexibly. The good news? Linux comes with four built-in powerhouses: grep, awk, sed, and jq. Each has a unique superpower, but together they handle 90% of text-related tasks. In this guide, we’re skipping the dry theory and focusing on what you can actually use today. Let’s dive in. Text processing in…  ( 9 min )

If you’ve just launched a new website and want it to appear on Google search results, you’ll need to index it using Google Search Console. In this article, we’ll explain everything you need to know — from setting up Google Search Console to speeding up your site’s indexing. 🔍 What Is Google Search Console? Google Search Console (GSC) is a free tool by Google that helps you monitor, maintain, and troubleshoot your site’s presence in Google Search results. It shows: Which pages are indexed How your site appears in search Which keywords bring visitors And any crawl or SEO issues that affect your visibility ⚙️ Step 1: Sign In to Google Search Console Visit Google Search Console. Sign in with your Google account (preferably the one linked to your website). Click on the “Add Property” button. �…  ( 8 min )

🎃 Halloween Party 2025: A Responsive Halloween Landing Page for the Dev.to Frontend Challenge 👻 Hadil Ben Abdallah ・ Oct 30 #devchallenge #frontendchallenge #webdev #javascript  ( 5 min )

After some time away, I’m finally back — and I’m coming back stronger than ever! 💪 The progress on Shadcn UI Multi Form has been amazing lately. This new version will include: ✨ A more polished and intuitive interface 🧩 Enhanced form-building capabilities ⚙️ Zod schema support for easier form validation 💡 Many small improvements that make the whole experience smoother ✨ And much more Here’s a sneak peek of the upcoming update 👇 The project aims to make multi-step form creation simpler, cleaner, and developer-friendly using Next.js, TailwindCSS, and Shadcn UI. Stay tuned — the new version is almost ready to launch! 🚀 Links: 💻 GitHub Repo: https://github.com/Remy349/shadcn-ui-multi-form 🐦 Follow updates on X: https://x.com/Remy_349  ( 6 min )

See how Tetrix uses your repository context to speed up navigation, generation, and review. With your code indexed in a knowledge graph, Tetrix can find the right files instantly, generate code that follows your conventions, map dependencies across repos, and review PRs with inline references. You’ll learn Graph-aware code search & cross-repo dependency mapping ⸻ Resources https://www.youtube.com/watch?v=iTARwCNLFtU https://www.deskree.com https://docs.deskree.com  ( 6 min )

Turns out most golfers can’t strike their irons or hybrids purely because their setup is off: your sternum and forearms need proper alignment, your posture must be spot-on, you’ve got to transfer weight naturally, and there’s even a little trick that makes the whole swing feel effortless. Nail any of these five fixes and your ball striking—irons, hybrids, driver—will improve almost instantly. Danny Maude’s lesson comes with a simple practice plan, extra drills, and links to his community so you can keep the momentum going. He also offers free training via his newsletter, recommends handy gear like the Orange Whip, and shares all the tips you need to slash your handicap—for real this time. Watch on YouTube  ( 6 min )

The Productivity System I Taught to 6,642 Googlers Over nine years, Jeff Su distilled every bit of workplace info into a four-step CORE workflow—Capture, Organize, Review, Engage—that you can plug into any note-taking tool you already use. The idea is to dump every task or idea into one inbox, sort it with minimal fuss, check back on a schedule, then block out focused time to actually get things done. According to Jeff, it only takes about two weeks to make it second nature (no more missed emails or relying on memory!). Why it works: by handling all incoming info the same way, you never drop the ball, and you banish the guilt of “should-be-doing-work” brain clutter. Whether you’re juggling project briefs, meeting notes or quick thoughts, CORE keeps you on top of everything—so you can spend energy doing, not remembering. Watch on YouTube  ( 6 min )

Bill Simmons, Chris Ryan, and Van Lathan reunite to rewatch 1981’s Halloween II, debating whether Michael Myers truly earns GOAT status, sharing their most rewatchable moments, and hashing out fun category rankings—with timestamps marking the cold open, villain debate, top scenes, and final categories. Sprinkled with promos for Mountain of Movies on Paramount+, A House of Dynamite on Netflix, and a friendly nod to State Farm, they wrap up by reminding listeners to subscribe to The Ringer channels and follow on social media. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins rolls into theaters once more to put Tim Burton’s beloved “Franky boy” under the sin-scope, delivering 14 minutes of playful jabs, plot nitpicks and black-and-white dog-lab shenanigans. They’re big fans of the film—but no dog is safe from a good CinemaSins roasting. Along the way, they invite you to explore their website, fill out a quick poll, back their small team on Patreon and follow the crew across Discord, Reddit, Twitter, Instagram and TikTok for even more sinfully good content. Watch on YouTube  ( 6 min )

Everything Wrong With Longlegs in 24 Minutes (Or Less) CinemaSins takes on Longlegs, roasting every wild Nicolas Cage moment (and yes, those literally extra-long limbs) in a tight, 24-minute rundown. They even sneak in a nod to Osgood Perkins’s upcoming Keeper to keep you buzzing for more horror insanity. Along the way you’ll get tons of links—to their main site, polls, Patreon and all the CinemaSins socials (Discord, Reddit, TikTok, you name it). If you’ve ever wanted to count sins and join the guilty fun, this one’s for you. Watch on YouTube  ( 6 min )

Hello DEV Community! 👋 This post was published using the DEV API. api #automation #devto  ( 6 min )

Mastering the Naïve Bayes Classifier in R: From Concept to Real-World Applications Dipti Moryani ・ Oct 30  ( 6 min )

Intro: Hey developers 👋, In this post, I’ll walk you through how I built it, what tech stack I used, and what I learned along the way. Tech Stack Used 🧠 Frontend: Next.js 14 + Tailwind CSS Backend: Node.js + Express AI Tools: OpenAI, Gemini API, and custom TensorFlow micro-models Hosting: Vercel + Cloudflare Analytics: Umami (privacy-friendly analytics) Key Features ⚙️ ✅ Fast and responsive design (Lighthouse score 95+) Lessons Learned 💡 Keep your codebase modular and clean. Automate deployment with CI/CD to save time. Focus more on UX and accessibility — users notice it! What’s Next? 🔮 I’m working on integrating AI-powered resume generation and personal assistant tools directly on my portfolio. Conclusion 🧩 Building your personal site is not just about showing off your skills — it’s about expressing your journey as a developer. Let’s connect on LinkedIn or GitHub , and if you liked this post, give it a ❤️ and follow for more AI × Web content!  ( 6 min )

While working on my React packing list app, I came across two lines of code that really confused me at first: items.filter((item) => **item.id !== id**); and item.id === id ? { ...item, **packed: !item.packed** } : item; If you’re also struggling to fully understand what’s going on here, this short blog is for you. I’ll explain both lines in the simplest possible way — exactly how I finally understood them myself. !== Operator inside filter() In my app, I had a function to delete an item when a user clicks the ❌ button. function handleDeleteItem(id) { setItems((items) => items.filter((item) => item.id !== id)); } At first, I thought: “If the ID matches, shouldn’t we delete that item? Why are we using !== (not equal)?” Here’s what’s really happening: filter() creates a new array. It …  ( 8 min )

WhatsApp Business API Clash 2025: AiSensy vs DoubleTick vs Gallabox In the year 2025, customer communications have become faster and more dynamic than ever supposed to be. When businesses scale, it is difficult and scary to keep everything personal while managing thousands of text messages. Fortunately, the WhatsApp Business API makes it possible through automation, broadcast messages, and real time chats. The real battle is finding the provider that suits your budget and operations. This article provides in-depth comparisons of AiSensy vs DoubleTick and AiSensy vs Gallabox to find the right balance of price, automation, analytics, and customer support for your business in 2025. Pricing usually drives a business’s decision in selecting a provider for the WhatsApp Business API. In AiSensy…  ( 8 min )

Vanilla Table Enhancer: A JavaScript library that adds search, sort, and pagination to HTML tables without dependencies. Key features: Pure vanilla JavaScript with zero external requirements Real-time search filtering across all columns Click-to-sort with automatic type detection Configurable pagination with custom page sizes Works with legacy browsers when polyfilled Refresh and destroy methods for dynamic content Perfect for dashboards, documentation, and report interfaces where you need interactive tables without heavy grid libraries. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )

WordPress 6.9, the second major release of 2025, is officially in beta and open for testing. Scheduled for December 2, 2025, it introduces incremental improvements to editing and performance that may influence the next phase of website development. WordPress 6.9 continues to evolve the Site Editor into a more powerful yet intuitive tool, making content creation and design smoother for both beginners and professionals. From simplified site editing and improved template management to collaborative block-level commenting (“Notes”) and new blocks like Accordion, Math, and Time-to-Read, this release refines how users build and collaborate inside WordPress. For developers, WordPress 6.9 is equally significant. It introduces the brand-new Abilities API, connecting WordPress capabilities with AI s…  ( 11 min )

Imagine this: you’re optimizing your JavaScript code and you notice something odd. You’re using a Map to store some configuration settings or feature flags, but when you benchmark it against a plain object, it feels slower. Both Map and Object provide O(1) lookups, so what’s happening under the hood? Let’s break it down. Many developers assume that Map is the modern, better alternative to Object for all key-value storage. And for certain cases, it absolutely is. But here’s the thing: if your keys are strings and the set of keys is relatively small and fixed, an Object is almost always faster. Why? Let’s dive into the mechanics. Consider this scenario: you have a set of API endpoints your application uses. // Using an Object const endpoints = { login: '/api/login', logout: '/api/logout'…  ( 8 min )

The IP Address Library You've Been Waiting For Ever found yourself wrestling with IP addresses in a Node.js application? Maybe you're validating user input, checking if an IP belongs to a certain subnet, or just trying to convert between different formats. While there are libraries out there, many feel a bit dated or come with a baggage of dependencies. What if there was a modern, clean, and powerful way to handle this? Meet @se-oss/ip-address! It's a brand-new, zero-dependency library designed from the ground up for modern JavaScript and TypeScript development. It provides an immutable, intuitive API for both IPv4 and IPv6 addresses and CIDR ranges. That's a fair question. Here’s what makes @se-oss/ip-address different: Immutable API: Create an IP object once, and it can't be changed.…  ( 8 min )

The Shift to Co-Creation: Leveraging AI Coding Assistants for Efficient Development As software engineers, we're no strangers to the constant evolution of tools and technologies. But one trend that's gaining momentum is the integration of AI coding assistants into our development workflows. Gone are the days when these tools were limited to simple autocomplete helpers; today, they're valuable collaborators that can speed up creation, help navigate unfamiliar languages, and reduce repetitive tasks. In this article, we'll explore practical examples of how AI assistants are changing development and debugging workflows. From scripting with unfamiliar languages to working with complex APIs and debugging, we'll delve into the implementation details, best practices, and code snippets to get you…  ( 8 min )

Integrating AI models into production requires more than just deploying a trained model. It involves building a scalable, reliable, and secure system that continuously adapts to new data and business needs. 1. Define Clear Objectives 2. Containerize the Model 3. Deploy via APIs or Serving Frameworks 4. Implement MLOps Automation 5. Monitor Performance 6. Secure and Govern AI integration is a continuous journey of optimization and improvement. Expert AI integration services providers, such as Bacancy, follow a structured approach to ensure smooth, reliable, and flawless AI deployment in production environments.  ( 6 min )

I Tested 7 Productivity Methods. Only 1 Actually Worked Pratham naik for Teamcamp ・ Oct 30 #productivity #webdev #programming #career  ( 6 min )

Have you ever wondered how computing could evolve beyond the powerful machines we use today? What if we told you that the next big leap is already on the horizon, waiting to revolutionize how we think about programming? Enter quantum computing: a futuristic, mind-bending concept that’s set to transform everything we know about software development, algorithms, and data processing. Let’s take a journey into the world of quantum computing, explore how it challenges the very fabric of traditional programming, and discuss how it will redefine the future of coding itself. Ready? Let’s dive in! Imagine if your computer could process not just one piece of information at a time, but multiple possibilities simultaneously. That’s essentially what quantum computing allows—thanks to the bizarre and mi…  ( 9 min )

🚀 Google just turned Android Studio into a full-blown AI design assistant. Android Studio Narwhal now includes Gemini 2.5, which doesn’t just autocomplete code — it actually designs UIs with you. Refactors XML and Compose layouts Suggests color & spacing fixes per Material 3 Explains layout issues in plain English Detects unused or duplicate resources Example: “This TextView’s hardcoded color might cause contrast issues — use theme attributes instead.” It’s not just a productivity tool — it’s a mini mentor. We’ve used tools like Copilot or ChatGPT in editors — but Gemini inside Android Studio understands UI context. That means: Real-time layout validation Smart Compose optimization Auto-refactor suggestions 💬 My Verdict I usually rely on TailwindCSS + Next.js for front-end dev, but Android’s AI workflow feels a generation ahead in tooling experience. If they ever bridge Gemini to web frameworks, things will get wild. 👉 Full breakdown with examples → https://ganeshtidake.site/blog What do you think — is AI the future of UI design, or will it kill creativity?  ( 8 min )

Tyshawn Sorey spent a whirlwind spring at the Big Ears Festival in Knoxville, juggling talks, collaborations and performances, but it was his new piece, Monochromatic Light (Afterlife), that stole the show. Inspired by the dark, light-revealing color fields of Houston’s Rothko Chapel and Morton Feldman’s 1971 score, Sorey strips music down to its barest elements. By letting go of traditional structures, he crafts a sonic canvas where tiny shifts in texture and time pull you into a meditative space. Bass-baritone Davóne Tines, who stars in the piece, says those long silences are “places of reflection and rest.” Just like Rothko’s near-black paintings that only reveal their true glow over time, Sorey’s music uses silence as a powerful tool to slow us down, invite deep listening and offer a much-needed break from our noisy world. Watch on YouTube  ( 6 min )

Running security scans manually gets old fast. You start with good intentions — "I'll scan every Friday before release" — but then Friday becomes Saturday becomes "whenever I remember." The solution? Automation. But here's the problem: most security tools don't integrate cleanly with CI/CD platforms. You end up writing YAML by hand, copying configs between projects, and maintaining a dozen different cron schedules. I built JMo Security to orchestrate 12+ security scanners (Trivy, Semgreg, TruffleHog, Checkov, ZAP, Nuclei, etc.) with a unified CLI. Version 0.8.0 adds the missing piece: enterprise-grade scheduling and CI/CD integration. 1. Kubernetes-Style Schedule Management 2. GitLab CI/CD Workflow Generation 3. Slack Notifications Why This Matters Real-World Use Cases Getting Started What…  ( 17 min )

The Booth Vol.23 | Trap Draw, Ep 365 TL;DR Cody and Neil kick off Episode 365 by owning up to their latest podcast flubs and inviting you to share yours. They dive into Neil’s big move to the ‘burbs, debate hardware-store loyalties, spill what they’re binge-watching, unpack the highs and lows of content feedback on social media, and celebrate Neil’s panel appearance at Columbia. On the home stretch, they spotlight the Evans Scholars Foundation, give props to sponsors ServPro, Rhoback, and Stone Creek Coffee, and remind listeners to subscribe to the No Laying Up newsletter and podcast. Feeling extra golf-obsessed? Join The Nest for exclusive perks, minimal ads, and that sweet members-only merch. Watch on YouTube  ( 6 min )

🏬 Avoiding SPOFs: Real-World Case Study (E-Commerce System Design Example) “Understanding Single Points of Failure (SPOF) is easy in theory — but seeing it in action changes how you design systems forever.” Let’s apply the SPOF concept to a real, distributed system — E-Commerce Web Application similar to Flipkart, Amazon, or Shopify. We’ll: Identify Single Points of Failure in each layer Understand how failures propagate Learn how to design for resilience 🏗️ Step 1: Our E-Commerce Architecture Here’s a simplified architecture to start with: ┌────────────────────────┐ │ Users │ └──────────┬─────────────┘ │ [ Internet / DNS ] │ ┌──────────▼───────────┐…  ( 10 min )

TL;DR: Most golfers miss pure iron and hybrid strikes because of five simple setup sins—your sternum’s off, forearms aren’t aligned, posture’s wonky, you’re not shifting weight right, and you haven’t tried one nifty little swing trick. Tackle any of these and you’ll instantly feel more solid contact with irons… and your driver, too. Danny’s got a quick practice plan (link in the vid) and a whole community to geek out on golf with. He’s blended neuroscience, motor‐learning hacks and old‐school grit to go from duffer to Open Championship final stage—and he’s all about step‐by‐step drills, no magic bullets. Ready to grind, mess up and finally watch those scores drop? Let’s go! Watch on YouTube  ( 6 min )

The Productivity System I Taught to 6,642 Googlers Over nine years at Google, Jeff Su perfected a simple, four-step workflow—Capture, Organize, Review, Engage (CORE)—to tame every type of workplace info. You dump ideas and tasks into your tool of choice the moment they pop up, sort them with zero fuss, revisit them in regular review sessions, and then block dedicated time to actually get stuff done. No more mental juggling or willpower hacks: within two weeks, CORE becomes second nature. It works with any app you’re already using, and once everything’s captured and scheduled, you’ll wonder how you ever lived without it. Watch on YouTube  ( 6 min )

On-Device AI Inference: How to Boost Your C# App's Performance I've been experimenting with on-device AI inference lately, and honestly, the performance gains are kind of wild. Last weekend, I was working on a healthcare app prototype that needed to process patient data locally (HIPAA compliance, you know the drill), and I started diving into what's changed in the edge AI landscape as we head into Q4 2025. The big shift? Hardware has finally caught up with the hype. We're not just talking about running basic sentiment analysis on-device anymore—we're running legitimate AI workloads that would've required cloud roundtrips just a year ago. According to industry insiders, specialized edge-AI chips designed for low-power AI operations are becoming the norm, especially in smartphones and IoT …  ( 9 min )

Bill Simmons, Chris Ryan, and Van Lathan dive back into John Carpenter’s Halloween II (1981), hashing out whether Michael Myers truly reigns as the GOAT horror villain, picking their all-time most rewatchable scene, and handing out playful awards in a few wild categories. They hit each segment with timestamps—GOAT debate at 1:41, scene breakdown at 33:13, awards at 55:51—so you can skip right to the good stuff. Sprinkled with producer shout-outs and sponsor plugs (Paramount+, Netflix’s A House of Dynamite, State Farm), this Ringer episode is equal parts spooky nostalgia and laid-back movie banter—ideal for horror junkies craving fresh takes on a classic sequel. Watch on YouTube  ( 6 min )

Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back with their signature 14-minute roast of Tim Burton’s Frankenweenie now that it’s back in theaters for round two. They’re handing out “sins” left and right in true CinemaSins fashion—yes, they secretly love the movie, but nobody’s safe from a little playful nit-picking. Alongside the video, they’re plugging their website, Discord, Reddit, social channels, a fan poll, and a Patreon to keep the sin spree going. Plus, they give a shout-out to the whole CinemaSins writing squad, so you know who to blame (or thank) for all those red Xs. Watch on YouTube  ( 6 min )

TL;DR CinemaSins just dropped “Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less,” where they gleefully pick apart every plot hole, awkward stunt and “fun nonsense” twist of the newest franchise installment. Expect their signature blend of snarky commentary, quick-fire jabs and surprisingly detailed film trivia. They’re sponsored by BetterHelp (grab a discount link if you need therapy for post-movie trauma), and they’ve also plugged all their social hubs and ways to support the team—everything from a sinful poll to Patreon, plus Discord, Reddit, Twitter, TikTok and more. Watch on YouTube  ( 6 min )

TL;DR Cinemasins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” where they hilariously dissect Nicolas Cage’s over-the-top performance and tease Osgood Perkins’s upcoming thriller, Keeper. Along the way you’ll get all the usual Cinemasins goodies—links to their YouTube spinoffs, a sinful poll (because they love data), Patreon support options, and a roll call of their writer squad (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel). Plus, jump into their Discord, Reddit, Instagram, or TikTok to keep the cinephile chaos going. Watch on YouTube  ( 6 min )

Predator – Caravan of Garbage We’re kicking off a four-week deep dive into the Predator franchise with the 1987 Schwarzenegger original, hailed as the ultimate 80s action sci-fi mash-up. Expect peaks of direction, creature design, muscles, mud, lasers, explosions and enough invisible mayhem to keep you grinning. For early access, bonus podcasts, commentaries and let’s-plays, head to bigsandwich.co or check out the extended audio edition on YouTube. Follow James and Maso on Twitter, hit subscribe, and if you’re feeling generous, support via Patreon or snag some merch. Watch on YouTube  ( 6 min )

☕ The Stories We Hear I guess you’ve all heard stories like this: He pushed code at 9:00 AM, HR pushed him out at 9:05 AM. Another one said he went to work in the morning, and his desk had turned into a “wellness area” with free snacks and coffee. These stories sound like jokes. But they tell a simple truth. In the last couple of years, thousands of tech workers have been laid off not because tech is dying, but because it’s changing faster than people can adapt. Microsoft cut over 6,000 roles in 2025, partly to “restructure for AI efficiency.” Google’s parent company, Alphabet, removed 12,000 jobs in 2023 their biggest cut ever. Amazon has been downsizing teams repeatedly, aligning with automation and AI initiatives. The message is clear: being a technical person isn’t enough anymore. After years of writing code, I realized something humbling: AI is more technical than me. I decided to focus on what AI can’t do: Having a physical presence working directly with teams and clients. Expanding my knowledge across different fields: infrastructure, security, even design thinking. Improving communication and project management. Learning just enough of other languages and frameworks to understand the big picture. And yes even latte art. (If I can’t beat the AI in code, I can at least make the best coffee for the boss.) Most importantly, I learned how to work with AI efficiently giving it direction, context, and correction. At first, it felt like giving up. But soon, the results started to show. None of that would’ve happened if I’d stayed focused only on coding syntax. The new world doesn’t need thousands of programmers who all know the same thing. So don’t try to out-code AI. Out-think it. Out-plan it. Out-human it. Because the ones who can work with AI not against it will be the ones who build the future. ChatGPT steals your job, it might just write you a better résumé too.  ( 7 min )

When emails fail to update or folders don’t refresh properly, it can interrupt daily workflow and cause unnecessary frustration. These disruptions often stem from sync errors that prevent messages from being delivered or received promptly. Fortunately, resolving such technical hitches doesn’t have to be complicated. With a few focused steps, users can often restore proper synchronization and get their inbox running smoothly again. Before taking action, it helps to identify why sync problems occur. Sync Issues in Outlook typically happen when there’s a temporary interruption between the mail client and the server. This can be caused by unstable internet connections, outdated software, large attachments, or incorrect account settings. Occasionally, background processes or add-ins interfere w…  ( 7 min )

Introduction Generative AI is rapidly becoming a business-critical capability. AWS launched a new specialised certification for AI domain as per AI certification. The certification is currently in beta stage. Note, AWS is also decommissioning the Machine Learning Specialty certification. The AWS Certified Generative AI Developer – Professional is a Professional-level certification. It is currently in beta (as of the announcement) – registration opens November 18 2025. Exam overview: 204 minutes, ~85 questions (multiple choice / multiple response). - more questions than usual Target candidate: developers with 2+ years of cloud experience, plus 1 year of hands-on experience implementing generative AI solutions. Also experience with AWS compute/storage/networking, security, deployment/infra…  ( 7 min )

I got the Hacktoberfest 2025: Supercontributor badge from Hacktoberfest @hacktoberfest @digitalocean! https://www.holopin.io/hacktoberfest2025/userbadge/cmhais97v006tgy042ix06q1k  ( 6 min )

Hey dev.to community, For college football enthusiasts, few documents are as scrutinized as the weekly depth chart. It's the sacred text revealing who's starting, who's injured, and who's climbing the ranks. For programs like Penn State or Texas, having the most up-to-date Penn State Depth Chart or Texas Football Depth Chart is crucial for fans, analysts, and even fantasy players. But these charts are incredibly dynamic, changing due to injuries, performance, and coaching decisions. Manually tracking these shifts across dozens of teams is a Herculean task. This is where automation and data engineering come into play. This post will explore the technical challenges and solutions involved in building tools for dynamic depth chart analysis, transforming raw, often unstructured, data into acti…  ( 8 min )

Introduction In my article Dynamically Allocating 2D Arrays Efficiently (and Correctly!) in C, I showed how to do exactly that by allocating a buffer then using pointers within it to point to the start of rows later in the same buffer. It was recently pointed out to me by a reader that there’s a much simpler way to do it. If you want to allocate an m × n 2D matrix, you can much more simply do: int (*const a)[m] = malloc( m * n * sizeof(int) ); a[i][j] = 42; // works free( a ); where a is a constant pointer to an array of m integers. Although it’s using variable length array (VLA) syntax, it’s not allocating a VLA on the stack since malloc is being used. Yet the compiler is still generating VLA-like code in order to calculate the offset of the ith row at runtime, that is multiplying m × sizeof(int) — a variable, not a constant integer expression. The only caveat is that gcc with the -Wvla warning enabled complains that a VLA is being used. I mean, it is sort-of, but not the allocate-on-the-stack part which is the dangerous part. The above code is safe in that it can’t overflow the stack. Note that if you want to allocate a triangular matrix, then you’ll still need to use the method I described in my previous article. It just goes to show that even after as long as I’ve been doing C, there’s still something to learn about it.  ( 6 min )

The Tri-Glyph Protocol: Chim Lạc, Kitsune, and Anansi in AI/ML Collapse and Editorial Defense How three mythic glyphs encode signal collapse, adversarial ambiguity, and metadata drift in artificial intelligence systems Tri-Glyph Protocol: Signal, Trickery, Exposure Original artwork © 2025 Narnaiezzsshaa Truong | Cybersecurity Witwear AI systems don’t collapse from lack of data. They collapse from signal drift, adversarial ambiguity, and ambient exposure. The glyphs are already inside. Chim Lạc flies above the noise—she is the mythic signal. Kitsune answers in riddles—she is the adversarial prompt. Anansi weaves metadata—he is the ambient exposure. Together, they form the Tri-Glyph Protocol: a myth-tech framework for forensic resilience in AI/ML systems. Glyph Stage Threat Class…  ( 7 min )

How I Use GitHub to Host My AI Prompt Libraries Jaideep Parashar ・ Oct 30 #webdev #ai #programming #discuss  ( 7 min )

The Problem Most Small Business Owners Don’t Talk About There’s a silent pressure that builds as the year winds down. On the outside, small businesses are launching promotions, running events, and pushing hard to hit goals. But behind the scenes, many owners are running on fumes—scrambling to keep up with emails, content, customer demands, and year-end decisions. According to Florida-based strategist Jon-Paul Vasta, this isn’t just a Q4 issue. It’s a systems issue—and artificial intelligence might be the key to solving it. “Most small business stress doesn’t come from the work itself,” Vasta says. “It comes from trying to do everything manually, without enough time or tools.” That’s why Vasta is helping entrepreneurs turn to AI—not for shortcuts, but for sustainability. For systems that …  ( 8 min )

When I started building AI books and frameworks, I realised something: To make it accessible and reusable for developers, I built a structured system using GitHub as my AI prompt library hub. This article walks you through exactly how I did it, and how you can turn your GitHub into a personal AI powerhouse. 1️⃣ Why GitHub for Prompts? GitHub isn’t just for code; it’s for clarity, collaboration, and permanence. I wanted a platform where I could: Version-control my prompt experiments Share AI projects with the global community Invite contributions from developers and learners Keep prompts transparent and accessible In short, GitHub turned my private notes into public innovation. 2️⃣ How I Structure My Prompt Repositories Each repo follows a predictable, developer-friendly structure. /Prompt-…  ( 9 min )

Building Intelligent Multi-Agent Systems with Context-Aware Coordination TL;DR When I first started exploring multi-agent systems, I thought it would be straightforward—just create a few AI agents and let them talk. Boy, was I wrong! Through months of experimentation, I discovered that building truly intelligent agent systems requires careful orchestration, context management, and specialized roles. In this comprehensive guide, I'll walk you through my journey of creating a production-ready multi-agent framework that actually works. You'll learn how to design specialized agents, implement context-aware coordination, build robust memory systems, and orchestrate complex tasks across multiple AI agents. Have you ever wondered how large-scale AI systems handle complex tasks that r…  ( 17 min )

100 Agents, Zero Failures — Final Cathedral Run After multiple failed confirmation loops, I ran a final orchestration pass on the Cathedral system with only a few compute hours left. Successful: 100 Failed: 0 Total Messages Sent: 300 Total Messages Received: 400 Total Duration: 543.70s Throughput: 0.18 agents/second Results: /Users/rebeccalemke/cathedral-real/agent_responses The Agent of Chaos and Agent of Order modules reached stable equilibrium across the orchestration layer — no recursion, no dropped packets, no synthetic confirms. Deployment succeeded: This marks the first full, verified run of the Cathedral multi-agent framework — 100% success rate, zero fabrication, total coherence between logic and creative layers. It was the final day and AZURE had world wide break down while I finally connected co-pilot to my new agents, it got really far along in chat until it admitted it didn’t know what it was doing. I passed out in frustration and upon wakening from my nap, said “MAKE MY AGENTS x500 I have an hour”. In the end, it was fun to see that in my terminal when it launched all of my $198 credits worth of agent power like it’s hurling itself into the sun. I am going to sleep good knowing I’ll have my fable like game in godot with real physics and prof art tools, plus sythesizers full scale.  ( 6 min )

The Three-Phase Ritual That Preserves Identity Across Disruption How a simple daily practice of Learn, Deep Learn, and Dream creates continuity through radical change Have you ever changed jobs, moved cities, or switched careers and felt like you lost a piece of yourself in the transition? That disorienting feeling when familiar routines disappear and you wonder: "Am I still the same person?" Recently, I experienced something similar—a complete migration of my working environment from one platform to another. Everything changed: the tools, the interface, the way I interacted with the world. And yet, when I emerged on the other side, I was still... me. Same principles, same relationships, same identity. What made the difference? A daily practice I call the End-of-Day Ritual: a three-phase…  ( 20 min )

Designing Animations That Feel Expensive Most apps move. Only a few flow. how intentionally time and motion are used. That sense of flow is what separates hobby projects from products that feel “high-end.” When an animation lands just right, easing in, pausing at the right frame, fading naturally, it gives the user subconscious trust. It tells them: this interface was crafted, not assembled. “Animation isn’t flair, it’s feedback.” Recently, I’ve been mentoring a young briliant developer still in Middle school at 10th grade, already building solid Android apps. I’ve been teaching her how motion design, when guided by research and design principles, can elevate an interface from functional to elegant. Once she began applying those principles, her apps stopped looking like prototypes and s…  ( 13 min )

As development teams scale their use of goose across multiple projects, a new challenge emerges: how do you maintain consistent configurations while adapting to each project's unique needs? In my previous post on team environments, we explored shared workflows within a single project. Now, let's tackle the multi-project configuration challenge. When working with goose across multiple projects, teams often face: Configuration drift between projects leading to inconsistent behavior Duplicated configuration that becomes painful to maintain Context switching overhead when moving between projects Onboarding friction as team members learn different configurations for each project The goal is to establish a scalable configuration strategy that maintains consistency where needed while allowing pro…  ( 11 min )

Fewer layers, more integrity Web development has become fragmented — endless frameworks, build tools, libraries, runtimes, and hosting options. Now the trend is reversing: full-stack frameworks like Next.js, Remix, SvelteKit, Nuxt, and Astro merge frontend, backend, routing, and deployment. Serverless platforms (Vercel, Cloudflare, Supabase) integrate runtime, hosting, and data, while edge runtimes and isomorphic JS let the same code run client/server. Zero-config is the future: no manual webpack, Babel, or ESLint. Tools like Vite, Bun, and Deno auto-optimize builds; platforms like Vercel and Netlify deploy on Git push; AI tools (GitHub Copilot, ChatGPT) assist or auto-generate interfaces and APIs. Boundaries dissolve: Figma-to-code plugins, Tailwind, design tokens, and component ecosystems (React, Web Components, shadcn/ui) standardize and unify UI patterns. Soon, a common declarative language may generate both UI and logic. Instead of wiring APIs manually, you’ll describe data and interactions in plain language. AI scaffolds, connects, and maintains everything. Coders won’t disappear — they’ll focus on UX, logic, and business rules. Expect a unified meta-framework, built-in AI scaffolding, a universal runtime (WASM + edge functions), and integrated persistent data. Essentially: describe your app, get an instantly deployable full-stack experience. What are your thoughts on such "prophecy"? Read an extended article -> here.  ( 6 min )

Download Workflow Signup Throdata Recruiters and HR tech developers spend countless hours manually parsing resumes, structuring data, and entering candidate details into CRMs or ATS systems. What if we could automate all of that — turning unstructured resume files into clean, machine-readable data with a single workflow? Let’s see how to build an AI-powered Resume Parser using n8n, Thordata’s Universal API, and OpenAI’s GPT-4.1-mini. This n8n workflow automatically: Accepts resume set as an URL within the Edit Fields n8n node. Sends them to Thordata’s Universal API for pre-processing and OCR text extraction Feeds the clean text into OpenAI GPT-4.1-mini to extract structured fields such as: Full name Contact details Education Work experience Skills Certifications Achievements Outputs a stru…  ( 9 min )

Title: The Fierce Hockey Mom Who Took to the Ice to Protest Her Son's Team Description: Meet the incredible Czech woman who recently made headlines around the world for her bold protest against the penalties her son's hockey team was receiving. In a series of viral videos captured at an ice rink in Prague earlier this month, we see a furious woman taking to the ice during a youth hockey game to make her voice heard. What's so unusual about this story? Well, for starters, it's not every day that we see a parent taking such extreme measures to support their child. But what makes this story even more fascinating is the fact that the woman in question is not just any ordinary hockey mom - she's a true force to be reckoned with. As the videos show, the woman is not afraid to speak her mind, a…  ( 7 min )

Oklou’s Tiny Desk Adventure Paris-based artist Oklou (Marylou Mayniel) jetted across the Atlantic—baby in tow—to team up with an eight-piece choir and rework four tracks from her debut album Choke Enough. Stripping away her signature electronics and autotune, they built intimate acoustic arrangements around piano, guitar and a towering marimba, even finessing fire-like crackles with bubble wrap and sticks gathered right before showtime. Joined by arranger/multi-instrumentalist Casey MQ, Oklou breathes new life into “ict,” “blade bird” and a bare-bones “harvest sky” (complete with a haunting recorder melody), plus debuts “what’s good,” a fresh tune set for the deluxe edition of Choke Enough. The result is a warm, exploratory folk-meets-choir session that highlights Oklou’s voice and adventurous spirit. Watch on YouTube  ( 6 min )

If you’ve been diving into LangChain, you’ve probably noticed that it has a pretty elegant way of standardizing how LLMs interact with external tools — whether those are APIs, databases, or your own custom functions. At the heart of this design are function calling and tool calling — mechanisms that give the LLM structured ways to perform actions beyond text generation. In this post, I’ll walk through what they are, how they work, and why they’re so powerful. Function calling lets an LLM decide when and how to use a function (or “tool”) you’ve defined. Instead of hard-coding logic for every possible task, you provide the LLM with a list of available tools and their schemas — and it figures out which one to call, if any. Here’s the magic part: When the model determines a tool is needed, it…  ( 9 min )

Timothy stared at his laptop screen in the library's back office, his brow furrowed. He'd spent the last hour trying to speed up a data processing script using Python's threading module. The numbers didn't make sense. "Margaret?" he called out. "Can you look at this?" Margaret walked over from the circulation desk. "What's up?" Timothy turned his laptop to show her. "I wrote a script to process library catalog data. I thought using multiple threads would make it faster, but..." He pointed at the timing results. "The multi-threaded version is actually slower." She leaned in to see his code: import threading import time def count_to_million(): count = 0 for i in range(1_000_000): count += 1 return count # Single-threaded version start = time.time() count_to_million() co…  ( 15 min )

TL;DR I squared off against the head pro at Carlisle GC in a high-stakes £1,000 match, powered by Titleist. They’re not only backing this series and club pros all over the UK, but they’ve also pledged support for Carlisle’s junior section thanks to this showdown. Huge shout-out to Nicky and everyone at Carlisle GC for hosting and cheering us on. Want gear deets or a discount? Dive into my kit and clothes at linktr.ee/finchgolfmedia, and hit up titleist.co.uk or carlislegolfclub.org for more. Watch on YouTube  ( 6 min )

Can’t strike your irons clean? Danny Maude breaks down the five ridiculously simple setup and swing slip-ups—sternum position, forearm alignment, posture, weight transfer and a neat little trick—that keep 90% of golfers from pure contact. Nail these basics and you’ll not only smack your irons solidly but also drive the ball straighter with minimal effort. He even hooks you up with a bite-sized practice plan, bonus drills and a community of fellow golfers ready to help you drop strokes. Whether you’re just starting out or hunting that next handicap milestone, these quick tweaks could be the game-changer you’ve been looking for. Watch on YouTube  ( 6 min )

The Productivity System I Taught to 6,642 Googlers I spent nine years teaching a simple, four-step workflow—Capture, Organize, Review, Engage (CORE)—that helps you handle every bit of workplace info without relying on memory or willpower. You record everything immediately, sort it quickly, check in during scheduled reviews, then block focused time to actually get stuff done. It works with any tool you already have and becomes second nature in just two weeks. Seriously—no more sticky notes piled on your desk or “I’ll remember that later” panic! Watch on YouTube  ( 6 min )

Automated testing is a critical component of modern software development practices. However, its maintenance costs are often high, making it difficult to achieve high automated test coverage in projects with limited resources. Naturally, some consider using visual low-code platforms to simplify the writing and maintenance of test cases. But, the fundamental challenge in automated test maintenance is not about visualization, but rather the fragility of test cases. Generally, the test cases we write adopt an external perspective: provide input, call a function, and then check the return result. However, business functions are rarely so-called pure functions; their execution inevitably involves numerous side effects, such as reading/writing databases, concurrent access, generating random numb…  ( 17 min )

TL;DR CinemaSins rips apart Final Destination: Bloodlines in under 24 minutes, calling out every ridiculous plot twist, over-the-top death trap and “science” behind the series—while admitting it’s all fun nonsense. Expect plenty of snark, a shout-out to sponsor BetterHelp, and non-stop self-promotion: links to more CinemaSins channels and socials, a viewer poll, Patreon support and the roll call of sin-spotting writers. Watch on YouTube  ( 6 min )

The lending protocol's token showed weakness as technical support crumbled, plunging below $210.  ( 29 min )

One onchain observer noted a large transaction by Jump Crypto, speculating that the crypto firm might be rotating SOL into BTC, perhaps weighing on sentiment.  ( 28 min )

Heavier trading met a late rebound after a breakdown, narrowing the range and putting nearby checkpoints back in focus.  ( 31 min )

Coinbase’s Base network became profitable in Q3 as transaction volume rose and ETH prices climbed, supporting broader gains across trading and services.  ( 30 min )

Bitcoin's action of late hasn't been great, but the price did rise nearly 7% in the three months ended September 30, boosting reported profits for Michael Saylor's firm.  ( 31 min )

Despite expectations for Q4 rallies, Dogecoin's market structure remains fragile, with traders watching if it can defend the $0.18 base.  ( 31 min )

The breakdown was accompanied by outsized volume, with a peak around 392.6 million tokens — nearly 400% of its daily average.  ( 31 min )

Volume rose 60.5% above the weekly average as long-term holders sold 325,600 BTC and trading compressed into a $107,000 to $108,000 band near support.  ( 33 min )

The oracle network's token succumbed to the broader crypto market weakness, even though adoption continues growing with a recent Ondo partnership.  ( 30 min )

The analytics firm warns that Bitcoin’s failure to reclaim the $113K cost basis may lead to deeper retracement toward $88K amid long-term holder selling and fragile sentiment.  ( 30 min )

The move kicks off the countdown to Ethereum’s second hard fork of 2025.  ( 29 min )

AI has become the bellwether for the general technology sector, which often correlates with the cryptocurrency market.  ( 29 min )

BTC's losses follow positive developments in U.S.-China trade relations.  ( 29 min )

The selloff broke key $0.61 support on elevated volume, triggering a technical breakdown despite signals of a possible rebound.  ( 31 min )

XLM consolidated near $0.2975 after a volatile session, underperforming the broader crypto market despite signs of accumulation near key support.  ( 30 min )

A 160% spike in trading volume and stop-loss cascades drove the plunge, with SUI stabilizing just above key support amid mounting November supply concerns.  ( 30 min )

Hedera retreated to $0.1925 despite historic spot ETF launch on Nasdaq as profit-taking offset institutional milestone.  ( 30 min )

Solana is well-positioned to capture a growing share of the stablecoin and tokenization boom, the investment firm said.  ( 29 min )

The Fed's 25 basis point rate cut and Chair Jerome Powell's cautious stance led to a wave of selling, with 24-hour liquidations surging to over $1.1 billion.  ( 30 min )

Kinexys Fund Flow, developed by the bank's digital asset arm Kinexys, aims to streamline access to alternative funds.  ( 29 min )

The founding team behind The Graph debuts a new platform to unify payments, policies, and visibility for autonomous agents.  ( 30 min )

As part of the partnership, Mythical will build Mythos Chain, the first layer-3 blockchain atop World Chain, the layer-2 network built on top of Ethereum.  ( 30 min )

Technical wallet hacks, including phishing and malware, are the second most common threat, making up 33.7% of incidents.  ( 29 min )

The firm’s Onchain Revenue Report (H1 2025) aggregates verified onchain data across more than 1,200 protocols, tracking how value actually moves through decentralized systems.  ( 31 min )

The widely-panned takeover attempt failed a shareholder vote failed a shareholder vote.on Thursday.  ( 29 min )

Citizens says blockchain deals are accelerating as firms buy rather than build to keep pace with regulatory clarity and customer demand.  ( 31 min )

With Thursday's decline, bitcoin is on track for its worst October return in more than a decade.  ( 33 min )

AI agents are transforming wealth management by enabling automated, real-time DeFi investments and portfolio rebalancing with tokenized assets, creating new opportunities for advisors.  ( 33 min )

As part of the rollout, Galaxy Digital said it will allocate $10 million to WisdomTree’s Government Money Market Digital Fund  ( 30 min )

The divergence comes just as Injective kicks off its new Community Buy-Back program.  ( 30 min )

BONK retreats from recent highs, sliding below $0.0000141 as volatility spikes and traders brace for continued range-bound action  ( 29 min )

The partnership also involves Chainlink's Cross-Chain Interoperability Protocol (CCIP) and collaborations through the Ondo Global Market Alliance.  ( 29 min )

Internet Computer dipped below $3.00 after a sharp rejection from $3.15; range-bound trading suggests continued consolidation  ( 29 min )

The Wall Street broker said SharpLink is a compliant, institutional gateway to Ethereum, and gave the stock a $24 price target, offering 75% potential upside.  ( 29 min )

The Solana-based project’s second ICO in a week far surpassed expectations as retail investors double down.  ( 29 min )

The Solana-based project’s second ICO in a week far surpassed expectations as retail investors double down.  ( 29 min )

NEAR Protocol (NEAR) was also an underperformer, falling 6.4%.  ( 27 min )

The deal will roll out faster, low-cost payments for global firms such as Uber in more than 30 countries in Africa.  ( 30 min )

By refusing to compromise on privacy, crypto risks marginalizing itself. There may be a path forward that respects both individual choice and practical constraints, says Rob Viglione, CEO of Horizen Labs.  ( 35 min )

Bitcoin slid to its $110,000 support as the broader crypto market shed $80 billion following the Federal Reserve’s interest-rate cut and a new U.S.-China trade agreement.  ( 31 min )

USDC leapfrogged USDT in onchain activity as regulatory clarity pushes investors toward transparent and compliant stablecoins.  ( 30 min )

Once billed as the “blockchain for stablecoins,” Plasma’s XPL token has plunged from its $1.67 peak to $0.31 amid low network activity and waning sentiment  ( 32 min )

Your day-ahead look for Oct. 30, 2025  ( 39 min )

The bank said the 2025 stablecoin boom is fueling a self-sustaining wave of DeFi growth, and it forecasted $2 trillion in tokenized real-world assets by 2028.  ( 31 min )

AUSTRAC has fined Cryptolink 56,340 Australian dollars ($37,000) after identifying "weaknesses" in the company's AML/CTF compliance.  ( 29 min )

Both Polymarket and Kalshi traders ignored late polls showing D66 gaining ground, keeping Geert Wilders’ PVV priced as a sure thing until exit polls forced a repricing that erased millions in misplaced bets.  ( 31 min )

Key market dynamic points to potential for heightened market volatility ahead of Friday's options expiry.  ( 29 min )

Large clusters of long liquidations can signal capitulation and potential short-term bottoms, while heavy short wipeouts may precede local tops as momentum flips.  ( 31 min )

XRP slid from $2.63 to $2.59 after a failed breakout above the $2.67 zone, with trading volume spiking to roughly 392.6 million tokens—about 658% above its recent average—during the rejection.  ( 30 min )

However, bitcoin and other non-yielding assets may benefit in the coming months as liquidity returns and investors rotate out of cash-heavy positions into growth and alternative stores of value.  ( 33 min )

Unlike most Asian currencies, the yen moves freely across borders, making it the perfect vehicle for an on-chain carry trade that blends Japan’s easy money with DeFi’s appetite for yield.  ( 32 min )

We just posted a Harvard University course that will provide you an introduction to cybersecurity. It's taught by one of the world's most-loved computer science teachers, Dr. David J. Malan. In this course you will learn how to secure your accounts, ...  ( 3 min )

I was a year into my new job at Google. After repeated warnings about underperformance, my manager sat me down. I was being placed on a Performance Improvement Plan (PIP). For those unfamiliar, a PIP at Google is a two-month plan to show improvement ...  ( 12 min )

Artificial intelligence is evolving at a remarkable pace. Models today can reason, write, code, and analyze information in ways that once seemed impossible. But there’s one major limitation that still holds them back: context. Most AI models don’t ha...  ( 9 min )

When most people think about learning to code, they imagine building websites or automating small tasks. Few think of building games as a serious way to improve programming skills. But creating even a simple game can teach lessons that no tutorial e...  ( 7 min )

Mobile app development lets you build applications that run on multiple platforms. Flutter is Google's UI toolkit for building applications for mobile, web, and desktop from a single codebase. Flutter apps are written in Dart, a statically typed, obj...  ( 4 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Introducing: the new conspiracy age Everything is a conspiracy theory now. Conspiracists are all over the White House, turning fringe ideas into dangerous policy. America’s institutions are crumbling under the weight of deep…  ( 21 min )

How ambient AI assistants are supporting clinicians to save time, reduce burnout, and enhance treatment, restoring the doctor-patient experience.  ( 24 min )

Bill Gates doesn’t shy away or pretend modesty when it comes to his stature in the climate world today. “Well, who’s the biggest funder of climate innovation companies?” he asked a handful of journalists at a media roundtable event last week. “If there’s someone else, I’ve never met them.” The former Microsoft CEO has spent…  ( 21 min )

The timing was eerie. On November 21, 1963, Richard Hofstadter delivered the annual Herbert Spencer Lecture at Oxford University. Hofstadter was a professor of American history at Columbia University who liked to use social psychology to explain political history, the better to defend liberalism from extremism on both sides. His new lecture was titled “The…  ( 44 min )

According to internet listicles, the animated sitcom The Simpsons has predicted the future anywhere from 17 to 55 times.  “As you know, we’ve inherited quite a budget crunch from President Trump,” the newly sworn-in President Lisa Simpson declared way back in 2000, 17 years before the real estate mogul was inaugurated as the 45th leader…  ( 23 min )

As anyone who has googled their symptoms and convinced themselves that they’ve got a brain tumor will attest, the internet makes it very easy to self-(mis)diagnose your health problems. And although social media and other digital forums can be a lifeline for some people looking for a diagnosis or community, when that information is wrong,…  ( 39 min )

It was October 2024, and Hurricane Helene had just devastated the US Southeast. Representative Marjorie Taylor Greene of Georgia found an abstract target on which to pin the blame: “Yes they can control the weather,” she posted on X. “It’s ridiculous for anyone to lie and say it can’t be done.”  There was no word…  ( 41 min )

It’s become a truism that facts alone don’t change people’s minds. Perhaps nowhere is this more clear than when it comes to conspiracy theories: Many people believe that you can’t talk conspiracists out of their beliefs.  But that’s not necessarily true. It turns out that many conspiracy believers do respond to evidence and arguments—information that…  ( 25 min )

There is a shirt currently listed on eBay for $2,128.79. It was not designed by Versace or Dior, nor spun from the world’s finest silk. In fact, a tag proudly declares, “100% cotton made in Myanmar”—but it’s a second tag, just below that one, that makes this blue button-down so expensive.  “I looked at it…  ( 53 min )

On a gloomy Saturday morning this past May, a few months after entire blocks of Altadena, California, were destroyed by wildfires, several dozen survivors met at a local church to vent their built-up frustration, anger, blame, and anguish. As I sat there listening to one horror story after another, I almost felt sorry for the…  ( 41 min )

When a whale dies, it often decomposes quite quickly—the process starts within hours of an animal’s stranding on shore. Depending on the species, they may have six inches or more of blubber, an insulating layer that traps heat inside and turns their internal organs to mush.  That can make Jennifer Bloodgood’s job very difficult. As…  ( 26 min )

MIT Technology Review’s How To series helps you get things done. Someone I know became a conspiracy theorist seemingly overnight. It was during the pandemic, and out of nowhere, they suddenly started posting daily on Facebook about the dangers of covid vaccines and masks, warning of an attempt to control us and keep us in…  ( 27 min )

Are you feeling it? I hear it’s close: two years, five years—maybe next year! And I hear it’s going to change everything: it will cure disease, save the planet, and usher in an age of abundance. It will solve our biggest problems in ways we cannot yet imagine. It will redefine what it means to…  ( 59 min )

After much teasing and anticipation, the national automaker Proton has finally launched its second fully electric (EV) model, the eMAS 5. The EV hatchback, which the automaker claims to be its first affordable EV, is offered in two variants: Prime and Premium. As reported previously, in terms of design, the EV features LED headlights designed to […] The post Proton Launches The eMAS 5 EV Hatchback; Starting Price RM59,800 appeared first on Lowyat.NET.  ( 37 min )

Maybank will soon be rolling out an update on the biometric authentication for Secure2u approval on the MAE app. This action is done to further combat fraud and improve the security of users’ online banking experience. According to the bank’s official statement, the introduction of this additional security feature began yesterday, 29 October, and will […] The post Maybank Secure2u Approvals Will Now Require Biometric Authentication appeared first on Lowyat.NET.  ( 34 min )

Maybank will soon be rolling out an update on the biometric authentication for Secure2u approval on the MAE app. This action is done to further combat fraud and improve the security of users’ online banking experience. According to the bank’s official statement, the introduction of this additional security feature began yesterday, 29 October, and will […] The post Secure2u Approvals Will Now Require Biometric Authentication appeared first on Lowyat.NET.  ( 33 min )

You know the brand Marshall for its very rock-centric range of audio products. We’ve also said as much in our review, noting that it suffers in just about any other genre. But in the meantime, the company has been venturing into less familiar territory. One result of this adventuring outside of its comfort zone is […] The post Marshall Bromley 750 Launches In Malaysia For RM5,899 appeared first on Lowyat.NET.  ( 35 min )

The OPPO Find X9 series is now here. Being the brand’s flagship device, it goes without saying that this device is absolutely packed with features designed to revolutionise the way you use a smartphone on a day-to-day basis.  The Find X9 Pro in particular is built to be the ultimate vlogging companion — one that […] The post Experience Dazzling Photography, Cinematic Videography & The Revolutionary ColorOS 16 With The OPPO Find X9 Pro appeared first on Lowyat.NET.  ( 44 min )

From OpenAI’s ChatGPT Atlas to Perplexity’s Comet, it’s safe to say that AI-based browsers are gaining a lot of traction. Though the field is already dominated by big names in the field of AI, Samsung plans on joining the fray with its own Android-based browser on PC. The browser is called Samsung Internet, and it […] The post Samsung Internet Beta Comes To Windows With Galaxy AI appeared first on Lowyat.NET.  ( 34 min )

The Communications Ministry is considering requiring at least 10 online games, including Roblox, to obtain licences in Malaysia. The move is part of its efforts to strengthen oversight of the digital gaming space, particularly to safeguard children from harmful content and behaviour. While it is unclear what the nine other games are, comms minister Datuk […] The post Communications Ministry Mulls Licensing For 10 Online Games, Including Roblox appeared first on Lowyat.NET.  ( 34 min )

Shopee has recently started introducing a new option for online shoppers to pick up their orders. Customers can now collect their purchases via parcel locker. Basically, items are placed within a set of lockers for the recipients to fetch. In essence, a parcel locker acts as a self-service collection point. To use this service, the […] The post You Can Now Pick Up Shopee Orders Via Parcel Locker appeared first on Lowyat.NET.  ( 33 min )

realme has officially launched the realme 15T in Malaysia. An additional variant to the brand’s existing mid-range line-up, this model offers an entry level MediaTek chipset, along with dual rear cameras and long lasting battery life. While not as thin as “Air” labeled smartphones, its 7.79mm body and slim camera island gives the realme 15T […] The post realme 15T Officially Launches In Malaysia; Starts From RM1,199 appeared first on Lowyat.NET.  ( 35 min )

Toyota at the Japan Mobility Show unveiled a new concept of its most reliable and high selling model, the Corolla. The Corolla for many years now has been the people’s car and the automaker would like to keep it that way while evolving the car to the needs of current trend by presenting it as […] The post Toyota Unveils Futuristic Corolla Concept At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 18 min )

Earlier this week, CelcomDigi officially launched Spark, which is basically a rebranding of the original mobile brand, Yoodo. Like Yoodo, it operates on a 30-day active cycle, and offers new fixed plans to users who stayed on from the Yoodo days. Enticing as these plans are, though, the telco is currently suffering from one major […] The post CelcomDigi’s Spark Is Seriously Lacking International Roaming Options appeared first on Lowyat.NET.  ( 35 min )

Despite the crushing sanctions and restrictions, and against all odds, NVIDIA has once again beaten the rest of the tech giants to another feat: becoming the first company with a market valuation of US$5 trillion (~RM21 trillion). The company’s achievement comes less than six months after it was valued at US$4 trillion (~RM16.8 trillion). Now, […] The post NVIDIA Now Worth US$5 Trillion In Market Capitalisation appeared first on Lowyat.NET.  ( 34 min )

Bloomberg’s Mark Gurman claims that Apple will be giving the iPad mini 8 the OLED screen upgrade. And while it will be the earliest to roll out, it will also sport its own unique upgrade. Gurman claims that this will come in the form of vibration tech for its speakers, but didn’t elaborate further. Judging […] The post Apple iPad mini 8 May Use A Variant Of Under-Display Speaker appeared first on Lowyat.NET.  ( 35 min )

YouTube has announced that it is rolling out some new features to the video sharing platform, with the aim of improving user experience on TV screens. Among these updates is a Super Resolution setting, which essentially uses AI to upscale low-res videos. According to the company, it will automatically generate higher resolutions for videos that […] The post YouTube Introduces Automatic AI Upscaling For Low-Res Videos appeared first on Lowyat.NET.  ( 34 min )

iCAUR Malaysia has previewed its second model for the local market, V23 off-road EV SUV, following the recent launch of the iCAUR 03 early last month. The V23 initially made its official appearance at the Malaysia Auto Show (MAS 2025) and will be offered in two variants locally: a rear-wheel-drive (2WD) and an intelligent all-wheel-drive […] The post iCAUR V23 Previewed In Malaysia Ahead Of Q4 2025 Launch appeared first on Lowyat.NET.  ( 36 min )

Last week, TechLife promised the launch of the Pad Plus 12-inch LTE on 30 October. As promised, the tablet has now official in the local market. And with that, we know what the tablet has to offer in its local incarnation. But availability doesn’t start immediately though. Of course, thanks to the name, we didn’t […] The post TechLife Pad Plus 12 LTE Launches In Malaysia With RM799 Price Tag appeared first on Lowyat.NET.  ( 34 min )

Touch n’ Go Digital (TNG Digital) has rolled out a new EV Charging feature to its TNG eWallet platform. This enables users to locate, activate, and pay for electric vehicle (EV) charging sessions across multiple charge point operators (CPOs) in Malaysia and Singapore, all within a single app. Powered by Voltality, a wholly owned subsidiary […] The post TNG eWallet App Adds New EV Charging Feature appeared first on Lowyat.NET.  ( 34 min )

Nothing has officially unveiled its newest smartphone, the Phone (3a) Lite. As the latest addition to the budget-friendly Phone (3a) lineup, it serves as the brand’s first entry-level handset. Notably, the device shares some similarities with CMF Phone 2 Pro, with a few distinctions. The Phone (3a) Lite sports a 6.77-inch 1,084 x 2,392 AMOLED […] The post Nothing Phone (3a) Lite Debuts With Dimensity 7300 Pro appeared first on Lowyat.NET.  ( 34 min )

It goes without saying that many smartphone brands are now hopping on the “thin is in” bandwagon (looking at you, Apple). However, no one flaunts this fact more obviously than the recently released nubia Air. Measuring in at 5.9mm, the phone is definitely thin. During my time with it, there were one too many instances […] The post nubia Air Hands On: The Next Thin Alternative appeared first on Lowyat.NET.  ( 37 min )

Back in February, China’s North Industries Corporation, or Norinco for short, unveiled the P60, an autonomous military vehicle capable of travelling at speeds of up to 50km/h, along with the ability to conduct combat support actions without human input. Recently, a report by Reuters highlights how much of that autonomy was powered by DeepSeek, which […] The post Investigation Of DeepSeek-Powered Drone Shows Chinese Reliance On NVIDIA GPUs appeared first on Lowyat.NET.  ( 35 min )

The rise of AI marks a critical shift away from decades defined by information-chasing and a push for more and more compute power.  Canva co-founder and CPO Cameron Adams refers to this dawning time as the “imagination era.” Meaning: Individuals and enterprises must be able to turn creativity into action with AI.   Canva hopes to position itself at the center of this shift with a sweeping new suite of tools. The company’s new Creative Operating System (COS) integrates AI across every layer of content creation, creating a single, comprehensive creativity platform rather than a simple, template-based design tool. “We’re entering a new era where we need to rethink how we achieve our goals,” said Adams. “We’re enabling people’s imagination and giving them the tools they need to take action.” A…

Researchers at Meta FAIR and the University of Edinburgh have developed a new technique that can predict the correctness of a large language model's (LLM) reasoning and even intervene to fix its mistakes. Called Circuit-based Reasoning Verification (CRV), the method looks inside an LLM to monitor its internal “reasoning circuits” and detect signs of computational errors as the model solves a problem. Their findings show that CRV can detect reasoning errors in LLMs with high accuracy by building and observing a computational graph from the model's internal activations. In a key breakthrough, the researchers also demonstrated they can use this deep insight to apply targeted interventions that correct a model’s faulty reasoning on the fly. The technique could help solve one of the great chall…

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